In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
## I had to move this section here so I don't have to pull the data again
data_dir = './data'
import helper
import numpy as np
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f4b97652278>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f4b97583828>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_input = tf.placeholder(dtype=tf.float32, shape=(None, image_width, image_height, image_channels), name='real_input')
z_data = tf.placeholder(tf.float32, shape=(None, z_dim), name='z_data')
lr = tf.placeholder(tf.float32, name='learning_rate')
return real_input, z_data, lr
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0.01
def layer(val, filt, shape, strides, normalize=True):
layer = tf.layers.conv2d(val, filt, shape, strides, padding='same')
if (normalize == True):
layer = tf.layers.batch_normalization(layer, training=True)
layer = tf.maximum(alpha * layer, layer)
return layer
with tf.variable_scope('discriminator', reuse=reuse):
hl_1 = layer(images, 128, 5, 2, normalize=False)
hl_2 = layer(hl_1, 256, 5, 2)
hl_3 = layer(hl_2, 512, 5, 2)
flat = tf.reshape(hl_3, (-1, 4*4*512))
logits = tf.layers.dense(flat, 1)
# passing the fully connected layer through the sigmoid function to make sure
# it returns one for real image and zero for fake images
output = tf.sigmoid(logits)
return output, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.01
def layer(val, filt, shape, strides):
layer = tf.layers.conv2d_transpose(val, filt, shape, strides, padding='SAME')
layer = tf.layers.batch_normalization(layer, training=is_train)
layer = tf.maximum(alpha * layer, layer)
return layer
with tf.variable_scope("generator", reuse=not is_train):
h1 = tf.layers.dense(z, 7*7*512)
h1 = tf.reshape(h1, (-1, 7, 7, 512))
h1 = tf.layers.batch_normalization(h1, training=is_train)
h1 = tf.maximum(alpha * h1, h1)
h2 = layer(h1, 256, 5, 1)
h3 = layer(h2, 128, 5, 2)
logits = tf.layers.conv2d_transpose(h3, out_channel_dim, 5, 2, padding='SAME')
output = tf.tanh(logits)
return output
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
model = generator(input_z, out_channel_dim)
discriminator_real_model, discriminator_real_logits = discriminator(input_real)
discriminator_dum_model, discriminator_dum_logits = discriminator(model, True)
# Getting one for real images
discriminator_r_param = tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_real_logits, labels=tf.ones_like(discriminator_real_logits)*np.random.uniform(0.7, 1.2))
discriminator_real_loss = tf.reduce_mean(discriminator_r_param)
# Getting zero for fake images
discriminator_d_param = tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_dum_logits, labels=tf.zeros_like(discriminator_dum_logits)*np.random.uniform(0.0, 0.3))
discriminator_dum_loss = tf.reduce_mean(discriminator_d_param)
# The total lost for the discriminator is the sum of lost for the real and the fake images
discriminator_loss = discriminator_real_loss + discriminator_dum_loss
generator_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_dum_logits, labels=tf.ones_like(discriminator_dum_model)))
return discriminator_loss, generator_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
#get the trainable variables from my Graph
t_vars = tf.trainable_variables()
# Getting discriminator trainable variables from t_vars
discriminator_vars = [var for var in t_vars if var.name.startswith('discriminator')]
# Getting generator trainable variables from t_vars
generator_vars = [var for var in t_vars if var.name.startswith('generator')]
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=discriminator_vars)
g_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=generator_vars)
return d_opt, g_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
import matplotlib.pyplot as plt
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
steps = 0
loss_list = []
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
batch_images *= 2
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
loss_list.append([d_loss.eval({input_z: batch_z, input_real: batch_images}), g_loss.eval({input_z: batch_z})])
if steps % print_every == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i + 1, epochs),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
#print(loss_list)
if steps % show_every == 0:
# reusing the show_n_images variable declared and initialized earlier to create the grid
show_generator_output(sess, show_n_images, input_z, data_shape[3], data_image_mode)
plt.plot(loss_list, label='Discriminator')
plt.plot(loss_list, label='generator')
plt.ylabel('Loss')
plt.xlabel('Steps')
plt.title("Loss Graph")
plt.show()
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 16
learning_rate = 0.0002
beta1 = 0.3
print_every = 10
show_every = 100
"""
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"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.3047... Generator Loss: 3.1063 Epoch 1/2... Discriminator Loss: 2.3989... Generator Loss: 0.3027 Epoch 1/2... Discriminator Loss: 1.8398... Generator Loss: 4.7896 Epoch 1/2... Discriminator Loss: 2.6739... Generator Loss: 0.1910 Epoch 1/2... Discriminator Loss: 2.2978... Generator Loss: 0.2267 Epoch 1/2... Discriminator Loss: 1.2907... Generator Loss: 0.7616 Epoch 1/2... Discriminator Loss: 1.6401... Generator Loss: 3.4841 Epoch 1/2... Discriminator Loss: 1.0322... Generator Loss: 1.8321 Epoch 1/2... Discriminator Loss: 1.0172... Generator Loss: 1.5472 Epoch 1/2... Discriminator Loss: 1.8311... Generator Loss: 0.4463
Epoch 1/2... Discriminator Loss: 1.4658... Generator Loss: 0.6004 Epoch 1/2... Discriminator Loss: 1.5011... Generator Loss: 0.5885 Epoch 1/2... Discriminator Loss: 1.7142... Generator Loss: 0.5014 Epoch 1/2... Discriminator Loss: 0.9994... Generator Loss: 1.5760 Epoch 1/2... Discriminator Loss: 0.8225... Generator Loss: 2.5631 Epoch 1/2... Discriminator Loss: 0.8632... Generator Loss: 1.5139 Epoch 1/2... Discriminator Loss: 1.1301... Generator Loss: 2.7559 Epoch 1/2... Discriminator Loss: 1.2959... Generator Loss: 0.7076 Epoch 1/2... Discriminator Loss: 1.1412... Generator Loss: 2.4329 Epoch 1/2... Discriminator Loss: 0.8717... Generator Loss: 2.1754
Epoch 1/2... Discriminator Loss: 0.9860... Generator Loss: 1.9360 Epoch 1/2... Discriminator Loss: 1.4978... Generator Loss: 0.5657 Epoch 1/2... Discriminator Loss: 0.9358... Generator Loss: 1.2217 Epoch 1/2... Discriminator Loss: 1.0735... Generator Loss: 0.9763 Epoch 1/2... Discriminator Loss: 1.7580... Generator Loss: 0.4855 Epoch 1/2... Discriminator Loss: 0.9278... Generator Loss: 1.5392 Epoch 1/2... Discriminator Loss: 1.0869... Generator Loss: 0.9998 Epoch 1/2... Discriminator Loss: 1.1417... Generator Loss: 0.9883 Epoch 1/2... Discriminator Loss: 0.8908... Generator Loss: 1.2971 Epoch 1/2... Discriminator Loss: 0.9748... Generator Loss: 2.8153
Epoch 1/2... Discriminator Loss: 1.5856... Generator Loss: 3.6234 Epoch 1/2... Discriminator Loss: 0.9514... Generator Loss: 1.7962 Epoch 1/2... Discriminator Loss: 0.9675... Generator Loss: 2.1978 Epoch 1/2... Discriminator Loss: 0.9384... Generator Loss: 1.4164 Epoch 1/2... Discriminator Loss: 1.4374... Generator Loss: 0.5866 Epoch 1/2... Discriminator Loss: 1.4389... Generator Loss: 3.1402 Epoch 1/2... Discriminator Loss: 1.1998... Generator Loss: 0.8038 Epoch 1/2... Discriminator Loss: 1.0910... Generator Loss: 2.1144 Epoch 1/2... Discriminator Loss: 1.4904... Generator Loss: 3.5163 Epoch 1/2... Discriminator Loss: 1.1464... Generator Loss: 2.1301
Epoch 1/2... Discriminator Loss: 1.3220... Generator Loss: 2.9478 Epoch 1/2... Discriminator Loss: 1.2074... Generator Loss: 0.8046 Epoch 1/2... Discriminator Loss: 1.2509... Generator Loss: 0.9012 Epoch 1/2... Discriminator Loss: 1.1741... Generator Loss: 0.8170 Epoch 1/2... Discriminator Loss: 0.9558... Generator Loss: 1.4574 Epoch 1/2... Discriminator Loss: 1.3786... Generator Loss: 0.7437 Epoch 1/2... Discriminator Loss: 0.9148... Generator Loss: 1.4110 Epoch 1/2... Discriminator Loss: 0.9701... Generator Loss: 1.4583 Epoch 1/2... Discriminator Loss: 1.0647... Generator Loss: 1.3308 Epoch 1/2... Discriminator Loss: 1.0862... Generator Loss: 0.9901
Epoch 1/2... Discriminator Loss: 0.9691... Generator Loss: 1.2265 Epoch 1/2... Discriminator Loss: 1.1871... Generator Loss: 0.8002 Epoch 1/2... Discriminator Loss: 0.8828... Generator Loss: 1.7065 Epoch 1/2... Discriminator Loss: 0.8674... Generator Loss: 1.9281 Epoch 1/2... Discriminator Loss: 0.9320... Generator Loss: 1.4038 Epoch 1/2... Discriminator Loss: 1.1470... Generator Loss: 0.8265 Epoch 1/2... Discriminator Loss: 1.4409... Generator Loss: 0.7195 Epoch 1/2... Discriminator Loss: 1.1014... Generator Loss: 0.9145 Epoch 1/2... Discriminator Loss: 1.1140... Generator Loss: 0.8899 Epoch 1/2... Discriminator Loss: 1.0978... Generator Loss: 2.6823
Epoch 1/2... Discriminator Loss: 1.0431... Generator Loss: 1.4336 Epoch 1/2... Discriminator Loss: 1.0715... Generator Loss: 2.1971 Epoch 1/2... Discriminator Loss: 0.8559... Generator Loss: 1.6649 Epoch 1/2... Discriminator Loss: 1.4629... Generator Loss: 0.5663 Epoch 1/2... Discriminator Loss: 1.0197... Generator Loss: 2.3181 Epoch 1/2... Discriminator Loss: 1.3370... Generator Loss: 0.6418 Epoch 1/2... Discriminator Loss: 0.8818... Generator Loss: 1.4240 Epoch 1/2... Discriminator Loss: 1.6460... Generator Loss: 0.4707 Epoch 1/2... Discriminator Loss: 1.9337... Generator Loss: 0.3501 Epoch 1/2... Discriminator Loss: 1.0291... Generator Loss: 1.1043
Epoch 1/2... Discriminator Loss: 1.3434... Generator Loss: 0.6728 Epoch 1/2... Discriminator Loss: 0.9033... Generator Loss: 1.3412 Epoch 1/2... Discriminator Loss: 1.5118... Generator Loss: 0.5001 Epoch 1/2... Discriminator Loss: 1.3226... Generator Loss: 0.7667 Epoch 1/2... Discriminator Loss: 0.9833... Generator Loss: 1.0875 Epoch 1/2... Discriminator Loss: 0.8792... Generator Loss: 1.4414 Epoch 1/2... Discriminator Loss: 0.9022... Generator Loss: 2.3660 Epoch 1/2... Discriminator Loss: 0.9310... Generator Loss: 1.8334 Epoch 1/2... Discriminator Loss: 0.9525... Generator Loss: 1.8847 Epoch 1/2... Discriminator Loss: 0.9145... Generator Loss: 2.0856
Epoch 1/2... Discriminator Loss: 1.5702... Generator Loss: 0.5224 Epoch 1/2... Discriminator Loss: 1.6709... Generator Loss: 0.4654 Epoch 1/2... Discriminator Loss: 1.0163... Generator Loss: 1.1649 Epoch 1/2... Discriminator Loss: 0.9700... Generator Loss: 1.0841 Epoch 1/2... Discriminator Loss: 1.0267... Generator Loss: 2.0636 Epoch 1/2... Discriminator Loss: 0.9675... Generator Loss: 1.4201 Epoch 1/2... Discriminator Loss: 1.1340... Generator Loss: 0.8231 Epoch 1/2... Discriminator Loss: 0.8418... Generator Loss: 1.6626 Epoch 1/2... Discriminator Loss: 1.3623... Generator Loss: 0.6419 Epoch 1/2... Discriminator Loss: 1.1561... Generator Loss: 0.8382
Epoch 1/2... Discriminator Loss: 0.9165... Generator Loss: 1.3181 Epoch 1/2... Discriminator Loss: 2.3313... Generator Loss: 0.3832 Epoch 1/2... Discriminator Loss: 0.9082... Generator Loss: 1.4724 Epoch 1/2... Discriminator Loss: 1.0026... Generator Loss: 1.0490 Epoch 1/2... Discriminator Loss: 1.7183... Generator Loss: 0.6498 Epoch 1/2... Discriminator Loss: 1.5474... Generator Loss: 0.5748 Epoch 1/2... Discriminator Loss: 0.9518... Generator Loss: 1.2638 Epoch 1/2... Discriminator Loss: 1.1974... Generator Loss: 0.8200 Epoch 1/2... Discriminator Loss: 1.1028... Generator Loss: 0.9384 Epoch 1/2... Discriminator Loss: 0.9618... Generator Loss: 1.2226
Epoch 1/2... Discriminator Loss: 1.0504... Generator Loss: 2.2925 Epoch 1/2... Discriminator Loss: 1.1873... Generator Loss: 0.7824 Epoch 1/2... Discriminator Loss: 0.8633... Generator Loss: 1.5839 Epoch 1/2... Discriminator Loss: 0.9530... Generator Loss: 2.2172 Epoch 1/2... Discriminator Loss: 0.9469... Generator Loss: 1.9887 Epoch 1/2... Discriminator Loss: 1.0076... Generator Loss: 1.0159 Epoch 1/2... Discriminator Loss: 2.2430... Generator Loss: 0.3365 Epoch 1/2... Discriminator Loss: 1.6701... Generator Loss: 3.3128 Epoch 1/2... Discriminator Loss: 1.0757... Generator Loss: 0.9051 Epoch 1/2... Discriminator Loss: 0.9419... Generator Loss: 1.4754
Epoch 1/2... Discriminator Loss: 0.9265... Generator Loss: 1.2366 Epoch 1/2... Discriminator Loss: 0.9129... Generator Loss: 1.3767 Epoch 1/2... Discriminator Loss: 0.9498... Generator Loss: 1.7141 Epoch 1/2... Discriminator Loss: 1.2056... Generator Loss: 0.7565 Epoch 1/2... Discriminator Loss: 0.9950... Generator Loss: 1.2644 Epoch 1/2... Discriminator Loss: 1.3930... Generator Loss: 0.6635 Epoch 1/2... Discriminator Loss: 1.2764... Generator Loss: 0.7240 Epoch 1/2... Discriminator Loss: 0.9784... Generator Loss: 1.1592 Epoch 1/2... Discriminator Loss: 0.8622... Generator Loss: 1.9118 Epoch 1/2... Discriminator Loss: 0.9323... Generator Loss: 1.3434
Epoch 1/2... Discriminator Loss: 0.9016... Generator Loss: 1.2825 Epoch 1/2... Discriminator Loss: 0.9622... Generator Loss: 1.7957 Epoch 1/2... Discriminator Loss: 0.8785... Generator Loss: 1.3295 Epoch 1/2... Discriminator Loss: 0.9733... Generator Loss: 1.2190 Epoch 1/2... Discriminator Loss: 1.4940... Generator Loss: 0.5371 Epoch 1/2... Discriminator Loss: 0.8885... Generator Loss: 2.0908 Epoch 1/2... Discriminator Loss: 0.7958... Generator Loss: 1.6301 Epoch 1/2... Discriminator Loss: 1.5922... Generator Loss: 0.5698 Epoch 1/2... Discriminator Loss: 1.3271... Generator Loss: 0.6486 Epoch 1/2... Discriminator Loss: 0.8628... Generator Loss: 1.7172
Epoch 1/2... Discriminator Loss: 0.9185... Generator Loss: 1.3495 Epoch 1/2... Discriminator Loss: 1.2678... Generator Loss: 0.6954 Epoch 1/2... Discriminator Loss: 1.0439... Generator Loss: 0.9986 Epoch 1/2... Discriminator Loss: 1.0279... Generator Loss: 1.0092 Epoch 1/2... Discriminator Loss: 1.0332... Generator Loss: 2.8445 Epoch 1/2... Discriminator Loss: 1.0644... Generator Loss: 1.9982 Epoch 1/2... Discriminator Loss: 1.3621... Generator Loss: 0.7083 Epoch 1/2... Discriminator Loss: 1.2651... Generator Loss: 0.6797 Epoch 1/2... Discriminator Loss: 1.2405... Generator Loss: 0.7262 Epoch 1/2... Discriminator Loss: 1.7672... Generator Loss: 0.4763
Epoch 1/2... Discriminator Loss: 0.9205... Generator Loss: 1.7706 Epoch 1/2... Discriminator Loss: 0.8913... Generator Loss: 1.7361 Epoch 1/2... Discriminator Loss: 0.8846... Generator Loss: 2.1256 Epoch 1/2... Discriminator Loss: 0.8785... Generator Loss: 1.3812 Epoch 1/2... Discriminator Loss: 0.8640... Generator Loss: 1.4285 Epoch 1/2... Discriminator Loss: 0.9506... Generator Loss: 1.2830 Epoch 1/2... Discriminator Loss: 0.9445... Generator Loss: 1.2368 Epoch 1/2... Discriminator Loss: 0.9568... Generator Loss: 1.2446 Epoch 1/2... Discriminator Loss: 0.7626... Generator Loss: 1.7692 Epoch 1/2... Discriminator Loss: 0.8570... Generator Loss: 1.5235
Epoch 1/2... Discriminator Loss: 1.9243... Generator Loss: 0.4191 Epoch 1/2... Discriminator Loss: 2.2391... Generator Loss: 4.2219 Epoch 1/2... Discriminator Loss: 1.1731... Generator Loss: 0.8273 Epoch 1/2... Discriminator Loss: 1.2612... Generator Loss: 0.7969 Epoch 1/2... Discriminator Loss: 0.9646... Generator Loss: 1.1288 Epoch 1/2... Discriminator Loss: 1.4291... Generator Loss: 0.6529 Epoch 1/2... Discriminator Loss: 0.8947... Generator Loss: 1.2603 Epoch 1/2... Discriminator Loss: 0.8941... Generator Loss: 1.3209 Epoch 1/2... Discriminator Loss: 1.0502... Generator Loss: 0.9931 Epoch 1/2... Discriminator Loss: 0.8588... Generator Loss: 1.3450
Epoch 1/2... Discriminator Loss: 1.5230... Generator Loss: 0.5554 Epoch 1/2... Discriminator Loss: 1.7701... Generator Loss: 0.4495 Epoch 1/2... Discriminator Loss: 1.0940... Generator Loss: 0.9928 Epoch 1/2... Discriminator Loss: 0.9377... Generator Loss: 1.1794 Epoch 1/2... Discriminator Loss: 0.8322... Generator Loss: 1.6201 Epoch 1/2... Discriminator Loss: 0.7943... Generator Loss: 1.7641 Epoch 1/2... Discriminator Loss: 0.8162... Generator Loss: 2.2576 Epoch 1/2... Discriminator Loss: 1.0837... Generator Loss: 1.0343 Epoch 1/2... Discriminator Loss: 1.1308... Generator Loss: 0.8486 Epoch 1/2... Discriminator Loss: 0.9394... Generator Loss: 1.1242
Epoch 1/2... Discriminator Loss: 1.3278... Generator Loss: 0.6771 Epoch 1/2... Discriminator Loss: 1.4223... Generator Loss: 0.6590 Epoch 1/2... Discriminator Loss: 0.9246... Generator Loss: 1.2411 Epoch 1/2... Discriminator Loss: 1.1415... Generator Loss: 0.9381 Epoch 1/2... Discriminator Loss: 0.8784... Generator Loss: 1.6228 Epoch 1/2... Discriminator Loss: 0.8934... Generator Loss: 2.6236 Epoch 1/2... Discriminator Loss: 0.9782... Generator Loss: 1.1220 Epoch 1/2... Discriminator Loss: 0.8959... Generator Loss: 2.2578 Epoch 1/2... Discriminator Loss: 1.3776... Generator Loss: 0.7059 Epoch 1/2... Discriminator Loss: 1.1168... Generator Loss: 0.8777
Epoch 1/2... Discriminator Loss: 1.0631... Generator Loss: 1.0099 Epoch 1/2... Discriminator Loss: 0.9558... Generator Loss: 1.1942 Epoch 1/2... Discriminator Loss: 0.9591... Generator Loss: 1.2522 Epoch 1/2... Discriminator Loss: 1.4892... Generator Loss: 0.5517 Epoch 1/2... Discriminator Loss: 0.8661... Generator Loss: 1.2872 Epoch 1/2... Discriminator Loss: 0.8719... Generator Loss: 1.3756 Epoch 1/2... Discriminator Loss: 0.8753... Generator Loss: 1.4220 Epoch 1/2... Discriminator Loss: 0.7994... Generator Loss: 1.5310 Epoch 1/2... Discriminator Loss: 1.4500... Generator Loss: 0.6181 Epoch 1/2... Discriminator Loss: 1.0336... Generator Loss: 0.9892
Epoch 1/2... Discriminator Loss: 1.1412... Generator Loss: 0.8507 Epoch 1/2... Discriminator Loss: 0.9010... Generator Loss: 1.2304 Epoch 1/2... Discriminator Loss: 0.9217... Generator Loss: 1.3627 Epoch 1/2... Discriminator Loss: 0.8904... Generator Loss: 1.3918 Epoch 1/2... Discriminator Loss: 0.7569... Generator Loss: 1.9401 Epoch 1/2... Discriminator Loss: 0.8258... Generator Loss: 1.5674 Epoch 1/2... Discriminator Loss: 0.9294... Generator Loss: 2.4129 Epoch 1/2... Discriminator Loss: 1.1410... Generator Loss: 2.0081 Epoch 1/2... Discriminator Loss: 0.9897... Generator Loss: 1.0426 Epoch 1/2... Discriminator Loss: 1.8016... Generator Loss: 0.4979
Epoch 1/2... Discriminator Loss: 0.8824... Generator Loss: 2.0926 Epoch 1/2... Discriminator Loss: 0.9273... Generator Loss: 2.1438 Epoch 1/2... Discriminator Loss: 1.4331... Generator Loss: 0.6588 Epoch 1/2... Discriminator Loss: 0.9738... Generator Loss: 1.1189 Epoch 1/2... Discriminator Loss: 1.2244... Generator Loss: 0.9554 Epoch 1/2... Discriminator Loss: 0.9260... Generator Loss: 1.5250 Epoch 1/2... Discriminator Loss: 1.1602... Generator Loss: 0.8359 Epoch 1/2... Discriminator Loss: 2.8502... Generator Loss: 5.0043 Epoch 1/2... Discriminator Loss: 1.1966... Generator Loss: 0.8675 Epoch 1/2... Discriminator Loss: 1.3896... Generator Loss: 3.0716
Epoch 1/2... Discriminator Loss: 0.8045... Generator Loss: 1.5165 Epoch 1/2... Discriminator Loss: 1.2021... Generator Loss: 0.9779 Epoch 1/2... Discriminator Loss: 0.8143... Generator Loss: 1.6507 Epoch 1/2... Discriminator Loss: 0.9953... Generator Loss: 1.1338 Epoch 1/2... Discriminator Loss: 0.7662... Generator Loss: 1.7901 Epoch 1/2... Discriminator Loss: 0.9593... Generator Loss: 2.3301 Epoch 1/2... Discriminator Loss: 1.1133... Generator Loss: 2.5053 Epoch 1/2... Discriminator Loss: 0.8772... Generator Loss: 1.7915 Epoch 1/2... Discriminator Loss: 0.9168... Generator Loss: 1.2716 Epoch 1/2... Discriminator Loss: 0.9765... Generator Loss: 1.2002
Epoch 1/2... Discriminator Loss: 1.1579... Generator Loss: 0.8374 Epoch 1/2... Discriminator Loss: 0.7946... Generator Loss: 1.7603 Epoch 1/2... Discriminator Loss: 0.8584... Generator Loss: 1.3258 Epoch 1/2... Discriminator Loss: 1.0649... Generator Loss: 0.9766 Epoch 1/2... Discriminator Loss: 0.8316... Generator Loss: 1.4228 Epoch 1/2... Discriminator Loss: 0.8967... Generator Loss: 1.3333 Epoch 1/2... Discriminator Loss: 0.8698... Generator Loss: 2.0996 Epoch 1/2... Discriminator Loss: 0.9692... Generator Loss: 1.0904 Epoch 1/2... Discriminator Loss: 1.0113... Generator Loss: 1.1129 Epoch 1/2... Discriminator Loss: 0.7535... Generator Loss: 1.9809
Epoch 1/2... Discriminator Loss: 0.9045... Generator Loss: 2.4795 Epoch 1/2... Discriminator Loss: 0.9092... Generator Loss: 1.2706 Epoch 1/2... Discriminator Loss: 0.7849... Generator Loss: 1.7989 Epoch 1/2... Discriminator Loss: 1.6444... Generator Loss: 0.6420 Epoch 1/2... Discriminator Loss: 0.9635... Generator Loss: 1.1282 Epoch 1/2... Discriminator Loss: 0.9251... Generator Loss: 1.2464 Epoch 1/2... Discriminator Loss: 1.0153... Generator Loss: 2.2954 Epoch 1/2... Discriminator Loss: 0.9422... Generator Loss: 2.5234 Epoch 1/2... Discriminator Loss: 0.9221... Generator Loss: 1.2761 Epoch 1/2... Discriminator Loss: 1.2136... Generator Loss: 0.8183
Epoch 1/2... Discriminator Loss: 0.8993... Generator Loss: 2.0718 Epoch 1/2... Discriminator Loss: 0.8342... Generator Loss: 1.4023 Epoch 1/2... Discriminator Loss: 1.0872... Generator Loss: 0.9121 Epoch 1/2... Discriminator Loss: 0.9352... Generator Loss: 1.2963 Epoch 1/2... Discriminator Loss: 0.7639... Generator Loss: 1.7810 Epoch 1/2... Discriminator Loss: 1.0657... Generator Loss: 2.7560 Epoch 1/2... Discriminator Loss: 0.8289... Generator Loss: 1.4420 Epoch 1/2... Discriminator Loss: 1.6051... Generator Loss: 0.5121 Epoch 1/2... Discriminator Loss: 0.7204... Generator Loss: 1.8608 Epoch 1/2... Discriminator Loss: 0.8676... Generator Loss: 1.7370
Epoch 1/2... Discriminator Loss: 1.1012... Generator Loss: 2.5005 Epoch 1/2... Discriminator Loss: 1.4906... Generator Loss: 0.5952 Epoch 1/2... Discriminator Loss: 1.2945... Generator Loss: 0.7833 Epoch 1/2... Discriminator Loss: 0.8905... Generator Loss: 1.3404 Epoch 1/2... Discriminator Loss: 0.8853... Generator Loss: 1.4340 Epoch 1/2... Discriminator Loss: 0.7709... Generator Loss: 1.7016 Epoch 1/2... Discriminator Loss: 0.9353... Generator Loss: 1.2084 Epoch 1/2... Discriminator Loss: 0.9345... Generator Loss: 1.1450 Epoch 1/2... Discriminator Loss: 1.0958... Generator Loss: 3.1455 Epoch 1/2... Discriminator Loss: 1.4005... Generator Loss: 0.7753
Epoch 1/2... Discriminator Loss: 1.1208... Generator Loss: 1.0418 Epoch 1/2... Discriminator Loss: 1.4125... Generator Loss: 0.6114 Epoch 1/2... Discriminator Loss: 0.7772... Generator Loss: 2.0485 Epoch 1/2... Discriminator Loss: 0.7928... Generator Loss: 1.5776 Epoch 1/2... Discriminator Loss: 1.4652... Generator Loss: 0.6643 Epoch 1/2... Discriminator Loss: 0.8708... Generator Loss: 1.3878 Epoch 1/2... Discriminator Loss: 0.8182... Generator Loss: 2.3687 Epoch 1/2... Discriminator Loss: 1.0249... Generator Loss: 1.0440 Epoch 1/2... Discriminator Loss: 0.9611... Generator Loss: 1.2495 Epoch 1/2... Discriminator Loss: 1.0838... Generator Loss: 0.9124
Epoch 1/2... Discriminator Loss: 0.8529... Generator Loss: 1.4583 Epoch 1/2... Discriminator Loss: 1.0883... Generator Loss: 1.0581 Epoch 1/2... Discriminator Loss: 0.7862... Generator Loss: 2.0176 Epoch 1/2... Discriminator Loss: 0.9111... Generator Loss: 1.2695 Epoch 1/2... Discriminator Loss: 1.2515... Generator Loss: 0.9017 Epoch 1/2... Discriminator Loss: 0.8226... Generator Loss: 1.4826 Epoch 1/2... Discriminator Loss: 1.0771... Generator Loss: 1.1980 Epoch 1/2... Discriminator Loss: 0.8388... Generator Loss: 1.9119 Epoch 1/2... Discriminator Loss: 0.9014... Generator Loss: 1.3120 Epoch 1/2... Discriminator Loss: 0.7779... Generator Loss: 1.8424
Epoch 1/2... Discriminator Loss: 0.8452... Generator Loss: 1.4317 Epoch 1/2... Discriminator Loss: 0.9544... Generator Loss: 1.1362 Epoch 1/2... Discriminator Loss: 0.9043... Generator Loss: 1.2442 Epoch 1/2... Discriminator Loss: 0.7383... Generator Loss: 1.6944 Epoch 1/2... Discriminator Loss: 0.6927... Generator Loss: 2.3267 Epoch 1/2... Discriminator Loss: 0.7753... Generator Loss: 1.7030 Epoch 1/2... Discriminator Loss: 0.9043... Generator Loss: 1.2128 Epoch 1/2... Discriminator Loss: 0.9158... Generator Loss: 2.1440 Epoch 1/2... Discriminator Loss: 0.8724... Generator Loss: 2.2733 Epoch 1/2... Discriminator Loss: 1.1117... Generator Loss: 0.9780
Epoch 1/2... Discriminator Loss: 0.8701... Generator Loss: 2.1190 Epoch 1/2... Discriminator Loss: 0.9885... Generator Loss: 1.3802 Epoch 1/2... Discriminator Loss: 1.0464... Generator Loss: 1.1414 Epoch 1/2... Discriminator Loss: 0.7172... Generator Loss: 1.7883 Epoch 1/2... Discriminator Loss: 0.9254... Generator Loss: 2.8039 Epoch 1/2... Discriminator Loss: 0.8029... Generator Loss: 2.0357 Epoch 1/2... Discriminator Loss: 0.9298... Generator Loss: 1.1956 Epoch 1/2... Discriminator Loss: 0.7506... Generator Loss: 1.7021 Epoch 1/2... Discriminator Loss: 0.7659... Generator Loss: 2.2121 Epoch 1/2... Discriminator Loss: 1.1319... Generator Loss: 1.1997
Epoch 1/2... Discriminator Loss: 0.7520... Generator Loss: 1.7130 Epoch 1/2... Discriminator Loss: 0.7884... Generator Loss: 2.0686 Epoch 1/2... Discriminator Loss: 1.0732... Generator Loss: 1.0364 Epoch 1/2... Discriminator Loss: 0.7645... Generator Loss: 2.1720 Epoch 1/2... Discriminator Loss: 0.8390... Generator Loss: 1.8600 Epoch 1/2... Discriminator Loss: 0.7297... Generator Loss: 2.0515 Epoch 1/2... Discriminator Loss: 0.8471... Generator Loss: 2.0184 Epoch 1/2... Discriminator Loss: 1.5643... Generator Loss: 0.5779 Epoch 1/2... Discriminator Loss: 1.0130... Generator Loss: 2.1330 Epoch 1/2... Discriminator Loss: 0.7851... Generator Loss: 1.6181
Epoch 1/2... Discriminator Loss: 0.7275... Generator Loss: 2.1394 Epoch 1/2... Discriminator Loss: 0.7194... Generator Loss: 2.1021 Epoch 1/2... Discriminator Loss: 0.7481... Generator Loss: 1.6999 Epoch 1/2... Discriminator Loss: 0.6596... Generator Loss: 2.2900 Epoch 1/2... Discriminator Loss: 1.6583... Generator Loss: 0.5775 Epoch 1/2... Discriminator Loss: 0.8196... Generator Loss: 1.4709 Epoch 1/2... Discriminator Loss: 1.2153... Generator Loss: 0.9734 Epoch 1/2... Discriminator Loss: 0.7885... Generator Loss: 1.9482 Epoch 1/2... Discriminator Loss: 1.0662... Generator Loss: 0.9598 Epoch 1/2... Discriminator Loss: 1.0335... Generator Loss: 1.0526
Epoch 1/2... Discriminator Loss: 1.3552... Generator Loss: 0.7401 Epoch 1/2... Discriminator Loss: 0.8673... Generator Loss: 1.3491 Epoch 1/2... Discriminator Loss: 0.8271... Generator Loss: 1.4584 Epoch 1/2... Discriminator Loss: 0.7847... Generator Loss: 2.1833 Epoch 1/2... Discriminator Loss: 0.7274... Generator Loss: 1.8334 Epoch 1/2... Discriminator Loss: 2.2727... Generator Loss: 0.2872 Epoch 1/2... Discriminator Loss: 1.2467... Generator Loss: 0.8160 Epoch 1/2... Discriminator Loss: 0.9470... Generator Loss: 1.1803 Epoch 1/2... Discriminator Loss: 1.2246... Generator Loss: 0.9105 Epoch 1/2... Discriminator Loss: 0.7931... Generator Loss: 1.4993
Epoch 1/2... Discriminator Loss: 1.2300... Generator Loss: 1.0965 Epoch 1/2... Discriminator Loss: 0.8479... Generator Loss: 1.4516 Epoch 1/2... Discriminator Loss: 0.7481... Generator Loss: 1.6965 Epoch 1/2... Discriminator Loss: 0.8487... Generator Loss: 2.5959 Epoch 1/2... Discriminator Loss: 1.3710... Generator Loss: 0.7685 Epoch 1/2... Discriminator Loss: 0.9134... Generator Loss: 2.2827 Epoch 1/2... Discriminator Loss: 0.8512... Generator Loss: 1.2968 Epoch 1/2... Discriminator Loss: 0.8254... Generator Loss: 1.9662 Epoch 1/2... Discriminator Loss: 1.0440... Generator Loss: 1.1320 Epoch 1/2... Discriminator Loss: 0.7202... Generator Loss: 2.4389
Epoch 1/2... Discriminator Loss: 0.7552... Generator Loss: 1.6949 Epoch 1/2... Discriminator Loss: 0.8686... Generator Loss: 2.1871 Epoch 1/2... Discriminator Loss: 0.9105... Generator Loss: 2.5504 Epoch 1/2... Discriminator Loss: 1.1344... Generator Loss: 0.8374 Epoch 1/2... Discriminator Loss: 1.3210... Generator Loss: 0.9320 Epoch 1/2... Discriminator Loss: 0.7049... Generator Loss: 2.1790 Epoch 1/2... Discriminator Loss: 0.7602... Generator Loss: 1.6894 Epoch 1/2... Discriminator Loss: 0.8808... Generator Loss: 1.3091 Epoch 1/2... Discriminator Loss: 0.7623... Generator Loss: 1.6836 Epoch 1/2... Discriminator Loss: 0.7372... Generator Loss: 1.7635
Epoch 1/2... Discriminator Loss: 0.9479... Generator Loss: 3.1430 Epoch 1/2... Discriminator Loss: 0.9038... Generator Loss: 1.2101 Epoch 1/2... Discriminator Loss: 1.3597... Generator Loss: 0.8741 Epoch 1/2... Discriminator Loss: 0.7806... Generator Loss: 2.0308 Epoch 1/2... Discriminator Loss: 1.3830... Generator Loss: 0.7536 Epoch 1/2... Discriminator Loss: 0.7134... Generator Loss: 2.2135 Epoch 1/2... Discriminator Loss: 0.9223... Generator Loss: 1.3729 Epoch 1/2... Discriminator Loss: 0.7876... Generator Loss: 1.5798 Epoch 1/2... Discriminator Loss: 0.8709... Generator Loss: 2.8405 Epoch 1/2... Discriminator Loss: 0.7325... Generator Loss: 1.9503
Epoch 1/2... Discriminator Loss: 0.9023... Generator Loss: 1.4126 Epoch 1/2... Discriminator Loss: 1.3542... Generator Loss: 0.8787 Epoch 1/2... Discriminator Loss: 1.0912... Generator Loss: 1.1048 Epoch 1/2... Discriminator Loss: 0.9382... Generator Loss: 1.1571 Epoch 1/2... Discriminator Loss: 0.8202... Generator Loss: 2.2775 Epoch 1/2... Discriminator Loss: 0.9516... Generator Loss: 2.4019 Epoch 1/2... Discriminator Loss: 1.8593... Generator Loss: 4.3817 Epoch 1/2... Discriminator Loss: 0.7734... Generator Loss: 2.1209 Epoch 1/2... Discriminator Loss: 0.7563... Generator Loss: 2.2972 Epoch 1/2... Discriminator Loss: 0.8908... Generator Loss: 1.3292
Epoch 1/2... Discriminator Loss: 0.7544... Generator Loss: 2.7844 Epoch 1/2... Discriminator Loss: 1.3236... Generator Loss: 0.7901 Epoch 1/2... Discriminator Loss: 0.8756... Generator Loss: 1.3993 Epoch 1/2... Discriminator Loss: 1.0283... Generator Loss: 1.0264 Epoch 1/2... Discriminator Loss: 0.6423... Generator Loss: 3.0297 Epoch 2/2... Discriminator Loss: 0.7645... Generator Loss: 2.1309 Epoch 2/2... Discriminator Loss: 0.8202... Generator Loss: 2.7107 Epoch 2/2... Discriminator Loss: 0.7346... Generator Loss: 2.2101 Epoch 2/2... Discriminator Loss: 0.9176... Generator Loss: 1.3344 Epoch 2/2... Discriminator Loss: 0.9513... Generator Loss: 1.1444
Epoch 2/2... Discriminator Loss: 0.8208... Generator Loss: 1.4744 Epoch 2/2... Discriminator Loss: 0.8951... Generator Loss: 1.2484 Epoch 2/2... Discriminator Loss: 0.8249... Generator Loss: 1.7455 Epoch 2/2... Discriminator Loss: 0.8541... Generator Loss: 1.4504 Epoch 2/2... Discriminator Loss: 0.8725... Generator Loss: 2.2382 Epoch 2/2... Discriminator Loss: 0.8774... Generator Loss: 1.3862 Epoch 2/2... Discriminator Loss: 1.2542... Generator Loss: 0.8383 Epoch 2/2... Discriminator Loss: 0.6811... Generator Loss: 2.4105 Epoch 2/2... Discriminator Loss: 1.0898... Generator Loss: 0.9924 Epoch 2/2... Discriminator Loss: 0.8710... Generator Loss: 1.4109
Epoch 2/2... Discriminator Loss: 1.4136... Generator Loss: 3.2306 Epoch 2/2... Discriminator Loss: 0.7919... Generator Loss: 1.5283 Epoch 2/2... Discriminator Loss: 1.8222... Generator Loss: 0.4980 Epoch 2/2... Discriminator Loss: 0.8073... Generator Loss: 1.4895 Epoch 2/2... Discriminator Loss: 1.1320... Generator Loss: 1.0602 Epoch 2/2... Discriminator Loss: 0.8824... Generator Loss: 1.3602 Epoch 2/2... Discriminator Loss: 0.9606... Generator Loss: 1.2376 Epoch 2/2... Discriminator Loss: 1.5640... Generator Loss: 0.8322 Epoch 2/2... Discriminator Loss: 0.7933... Generator Loss: 1.5403 Epoch 2/2... Discriminator Loss: 0.7179... Generator Loss: 1.8672
Epoch 2/2... Discriminator Loss: 0.9111... Generator Loss: 1.4135 Epoch 2/2... Discriminator Loss: 0.8056... Generator Loss: 1.5078 Epoch 2/2... Discriminator Loss: 0.7650... Generator Loss: 2.1842 Epoch 2/2... Discriminator Loss: 1.1644... Generator Loss: 1.0396 Epoch 2/2... Discriminator Loss: 2.1127... Generator Loss: 3.8417 Epoch 2/2... Discriminator Loss: 0.7896... Generator Loss: 1.7228 Epoch 2/2... Discriminator Loss: 0.6237... Generator Loss: 2.4337 Epoch 2/2... Discriminator Loss: 0.8697... Generator Loss: 2.2770 Epoch 2/2... Discriminator Loss: 0.8745... Generator Loss: 1.3180 Epoch 2/2... Discriminator Loss: 0.9663... Generator Loss: 1.9020
Epoch 2/2... Discriminator Loss: 2.3226... Generator Loss: 0.3302 Epoch 2/2... Discriminator Loss: 0.8199... Generator Loss: 2.4459 Epoch 2/2... Discriminator Loss: 0.7405... Generator Loss: 2.4661 Epoch 2/2... Discriminator Loss: 0.8645... Generator Loss: 1.4031 Epoch 2/2... Discriminator Loss: 0.6745... Generator Loss: 2.1100 Epoch 2/2... Discriminator Loss: 1.2505... Generator Loss: 1.0309 Epoch 2/2... Discriminator Loss: 0.8564... Generator Loss: 2.1215 Epoch 2/2... Discriminator Loss: 1.0662... Generator Loss: 1.0789 Epoch 2/2... Discriminator Loss: 1.2937... Generator Loss: 1.0491 Epoch 2/2... Discriminator Loss: 0.6761... Generator Loss: 2.0893
Epoch 2/2... Discriminator Loss: 0.7628... Generator Loss: 1.6157 Epoch 2/2... Discriminator Loss: 1.1667... Generator Loss: 0.8753 Epoch 2/2... Discriminator Loss: 0.8104... Generator Loss: 1.7484 Epoch 2/2... Discriminator Loss: 0.7449... Generator Loss: 1.6843 Epoch 2/2... Discriminator Loss: 1.4681... Generator Loss: 0.7048 Epoch 2/2... Discriminator Loss: 1.8278... Generator Loss: 0.5074 Epoch 2/2... Discriminator Loss: 0.6627... Generator Loss: 2.1737 Epoch 2/2... Discriminator Loss: 0.8136... Generator Loss: 1.6065 Epoch 2/2... Discriminator Loss: 1.1835... Generator Loss: 0.8448 Epoch 2/2... Discriminator Loss: 0.7834... Generator Loss: 1.5832
Epoch 2/2... Discriminator Loss: 1.1857... Generator Loss: 0.8405 Epoch 2/2... Discriminator Loss: 1.7088... Generator Loss: 0.5322 Epoch 2/2... Discriminator Loss: 0.8419... Generator Loss: 1.3387 Epoch 2/2... Discriminator Loss: 0.7240... Generator Loss: 2.2851 Epoch 2/2... Discriminator Loss: 0.7064... Generator Loss: 1.8934 Epoch 2/2... Discriminator Loss: 1.9587... Generator Loss: 0.5026 Epoch 2/2... Discriminator Loss: 0.8982... Generator Loss: 1.8652 Epoch 2/2... Discriminator Loss: 0.7756... Generator Loss: 1.7175 Epoch 2/2... Discriminator Loss: 0.6995... Generator Loss: 2.3043 Epoch 2/2... Discriminator Loss: 0.9471... Generator Loss: 1.2859
Epoch 2/2... Discriminator Loss: 0.8978... Generator Loss: 1.2454 Epoch 2/2... Discriminator Loss: 0.8893... Generator Loss: 1.2879 Epoch 2/2... Discriminator Loss: 0.8787... Generator Loss: 2.5871 Epoch 2/2... Discriminator Loss: 1.3915... Generator Loss: 0.8454 Epoch 2/2... Discriminator Loss: 1.4902... Generator Loss: 0.5989 Epoch 2/2... Discriminator Loss: 1.2532... Generator Loss: 0.9953 Epoch 2/2... Discriminator Loss: 1.2030... Generator Loss: 1.1170 Epoch 2/2... Discriminator Loss: 1.0376... Generator Loss: 2.6355 Epoch 2/2... Discriminator Loss: 0.9411... Generator Loss: 1.4212 Epoch 2/2... Discriminator Loss: 0.7524... Generator Loss: 1.7378
Epoch 2/2... Discriminator Loss: 0.7466... Generator Loss: 1.8949 Epoch 2/2... Discriminator Loss: 0.8313... Generator Loss: 1.4318 Epoch 2/2... Discriminator Loss: 1.6807... Generator Loss: 0.7006 Epoch 2/2... Discriminator Loss: 0.9421... Generator Loss: 1.2076 Epoch 2/2... Discriminator Loss: 0.7884... Generator Loss: 1.8855 Epoch 2/2... Discriminator Loss: 1.7806... Generator Loss: 0.6156 Epoch 2/2... Discriminator Loss: 1.2738... Generator Loss: 0.7702 Epoch 2/2... Discriminator Loss: 0.8753... Generator Loss: 2.6043 Epoch 2/2... Discriminator Loss: 0.7914... Generator Loss: 2.4083 Epoch 2/2... Discriminator Loss: 0.8496... Generator Loss: 1.5927
Epoch 2/2... Discriminator Loss: 1.6624... Generator Loss: 0.4945 Epoch 2/2... Discriminator Loss: 1.0629... Generator Loss: 0.9708 Epoch 2/2... Discriminator Loss: 0.7354... Generator Loss: 1.7515 Epoch 2/2... Discriminator Loss: 0.7808... Generator Loss: 1.6423 Epoch 2/2... Discriminator Loss: 0.8068... Generator Loss: 1.4569 Epoch 2/2... Discriminator Loss: 1.0968... Generator Loss: 2.7632 Epoch 2/2... Discriminator Loss: 0.8124... Generator Loss: 1.5059 Epoch 2/2... Discriminator Loss: 1.2055... Generator Loss: 0.8897 Epoch 2/2... Discriminator Loss: 1.2160... Generator Loss: 0.9555 Epoch 2/2... Discriminator Loss: 1.4515... Generator Loss: 0.8133
Epoch 2/2... Discriminator Loss: 1.0396... Generator Loss: 1.2369 Epoch 2/2... Discriminator Loss: 2.1901... Generator Loss: 0.3896 Epoch 2/2... Discriminator Loss: 1.3060... Generator Loss: 0.7717 Epoch 2/2... Discriminator Loss: 0.9098... Generator Loss: 1.2693 Epoch 2/2... Discriminator Loss: 0.7789... Generator Loss: 2.1812 Epoch 2/2... Discriminator Loss: 0.7945... Generator Loss: 2.6099 Epoch 2/2... Discriminator Loss: 0.7868... Generator Loss: 1.6156 Epoch 2/2... Discriminator Loss: 1.0240... Generator Loss: 1.0680 Epoch 2/2... Discriminator Loss: 2.3600... Generator Loss: 0.3535 Epoch 2/2... Discriminator Loss: 0.7187... Generator Loss: 2.3531
Epoch 2/2... Discriminator Loss: 0.8877... Generator Loss: 1.3059 Epoch 2/2... Discriminator Loss: 1.4376... Generator Loss: 0.6870 Epoch 2/2... Discriminator Loss: 0.7018... Generator Loss: 2.0438 Epoch 2/2... Discriminator Loss: 0.8320... Generator Loss: 1.6125 Epoch 2/2... Discriminator Loss: 0.8031... Generator Loss: 1.7803 Epoch 2/2... Discriminator Loss: 0.9660... Generator Loss: 2.0124 Epoch 2/2... Discriminator Loss: 0.7562... Generator Loss: 2.2862 Epoch 2/2... Discriminator Loss: 0.8187... Generator Loss: 1.4819 Epoch 2/2... Discriminator Loss: 0.9069... Generator Loss: 1.2315 Epoch 2/2... Discriminator Loss: 0.7869... Generator Loss: 1.9153
Epoch 2/2... Discriminator Loss: 1.3103... Generator Loss: 0.6861 Epoch 2/2... Discriminator Loss: 0.9896... Generator Loss: 2.3421 Epoch 2/2... Discriminator Loss: 1.4250... Generator Loss: 0.6973 Epoch 2/2... Discriminator Loss: 0.8347... Generator Loss: 1.4192 Epoch 2/2... Discriminator Loss: 0.6736... Generator Loss: 2.5716 Epoch 2/2... Discriminator Loss: 1.1646... Generator Loss: 0.9208 Epoch 2/2... Discriminator Loss: 1.0271... Generator Loss: 3.3223 Epoch 2/2... Discriminator Loss: 0.9150... Generator Loss: 1.3177 Epoch 2/2... Discriminator Loss: 1.0884... Generator Loss: 0.9052 Epoch 2/2... Discriminator Loss: 2.0951... Generator Loss: 0.3521
Epoch 2/2... Discriminator Loss: 0.9471... Generator Loss: 1.1890 Epoch 2/2... Discriminator Loss: 0.7266... Generator Loss: 1.7612 Epoch 2/2... Discriminator Loss: 0.7554... Generator Loss: 2.1402 Epoch 2/2... Discriminator Loss: 0.7606... Generator Loss: 1.6363 Epoch 2/2... Discriminator Loss: 0.7815... Generator Loss: 1.6446 Epoch 2/2... Discriminator Loss: 0.9044... Generator Loss: 1.2366 Epoch 2/2... Discriminator Loss: 0.9781... Generator Loss: 1.1272 Epoch 2/2... Discriminator Loss: 0.7834... Generator Loss: 1.6366 Epoch 2/2... Discriminator Loss: 2.2285... Generator Loss: 0.3522 Epoch 2/2... Discriminator Loss: 0.8559... Generator Loss: 1.3753
Epoch 2/2... Discriminator Loss: 0.7491... Generator Loss: 2.7662 Epoch 2/2... Discriminator Loss: 0.8094... Generator Loss: 1.6122 Epoch 2/2... Discriminator Loss: 0.8152... Generator Loss: 1.8664 Epoch 2/2... Discriminator Loss: 1.1103... Generator Loss: 0.9073 Epoch 2/2... Discriminator Loss: 1.5428... Generator Loss: 0.7698 Epoch 2/2... Discriminator Loss: 0.7470... Generator Loss: 2.1359 Epoch 2/2... Discriminator Loss: 0.8745... Generator Loss: 1.2862 Epoch 2/2... Discriminator Loss: 0.8076... Generator Loss: 1.5595 Epoch 2/2... Discriminator Loss: 0.8811... Generator Loss: 1.4268 Epoch 2/2... Discriminator Loss: 0.7774... Generator Loss: 2.2147
Epoch 2/2... Discriminator Loss: 0.7056... Generator Loss: 1.9751 Epoch 2/2... Discriminator Loss: 0.7416... Generator Loss: 1.7681 Epoch 2/2... Discriminator Loss: 0.9100... Generator Loss: 1.3568 Epoch 2/2... Discriminator Loss: 1.3849... Generator Loss: 3.9548 Epoch 2/2... Discriminator Loss: 0.7261... Generator Loss: 1.8784 Epoch 2/2... Discriminator Loss: 0.9916... Generator Loss: 1.1400 Epoch 2/2... Discriminator Loss: 1.1643... Generator Loss: 0.8555 Epoch 2/2... Discriminator Loss: 0.6957... Generator Loss: 2.3159 Epoch 2/2... Discriminator Loss: 1.8457... Generator Loss: 0.4381 Epoch 2/2... Discriminator Loss: 1.0778... Generator Loss: 1.2437
Epoch 2/2... Discriminator Loss: 1.0195... Generator Loss: 1.0879 Epoch 2/2... Discriminator Loss: 1.2423... Generator Loss: 0.8624 Epoch 2/2... Discriminator Loss: 0.6851... Generator Loss: 2.1684 Epoch 2/2... Discriminator Loss: 1.6879... Generator Loss: 0.5474 Epoch 2/2... Discriminator Loss: 0.9848... Generator Loss: 1.1300 Epoch 2/2... Discriminator Loss: 1.9706... Generator Loss: 0.3980 Epoch 2/2... Discriminator Loss: 1.5572... Generator Loss: 0.5111 Epoch 2/2... Discriminator Loss: 0.7470... Generator Loss: 1.7047 Epoch 2/2... Discriminator Loss: 0.7471... Generator Loss: 1.8715 Epoch 2/2... Discriminator Loss: 0.7805... Generator Loss: 1.5273
Epoch 2/2... Discriminator Loss: 1.1446... Generator Loss: 1.1679 Epoch 2/2... Discriminator Loss: 0.7726... Generator Loss: 1.7981 Epoch 2/2... Discriminator Loss: 0.8770... Generator Loss: 1.3581 Epoch 2/2... Discriminator Loss: 0.9337... Generator Loss: 1.2076 Epoch 2/2... Discriminator Loss: 0.7347... Generator Loss: 1.7529 Epoch 2/2... Discriminator Loss: 0.9344... Generator Loss: 1.1091 Epoch 2/2... Discriminator Loss: 0.9151... Generator Loss: 1.2911 Epoch 2/2... Discriminator Loss: 0.8801... Generator Loss: 1.3780 Epoch 2/2... Discriminator Loss: 0.8029... Generator Loss: 1.6671 Epoch 2/2... Discriminator Loss: 0.7912... Generator Loss: 1.5576
Epoch 2/2... Discriminator Loss: 0.7273... Generator Loss: 1.9019 Epoch 2/2... Discriminator Loss: 1.5490... Generator Loss: 0.7013 Epoch 2/2... Discriminator Loss: 1.4293... Generator Loss: 3.6813 Epoch 2/2... Discriminator Loss: 0.9497... Generator Loss: 1.2960 Epoch 2/2... Discriminator Loss: 0.8962... Generator Loss: 1.3637 Epoch 2/2... Discriminator Loss: 0.9573... Generator Loss: 1.0988 Epoch 2/2... Discriminator Loss: 1.0042... Generator Loss: 1.0109 Epoch 2/2... Discriminator Loss: 0.8747... Generator Loss: 2.2860 Epoch 2/2... Discriminator Loss: 0.8195... Generator Loss: 2.3756 Epoch 2/2... Discriminator Loss: 0.8124... Generator Loss: 1.5591
Epoch 2/2... Discriminator Loss: 0.7422... Generator Loss: 1.9276 Epoch 2/2... Discriminator Loss: 0.8386... Generator Loss: 1.4520 Epoch 2/2... Discriminator Loss: 0.7277... Generator Loss: 2.1256 Epoch 2/2... Discriminator Loss: 0.7531... Generator Loss: 1.7680 Epoch 2/2... Discriminator Loss: 0.7703... Generator Loss: 1.9126 Epoch 2/2... Discriminator Loss: 1.1245... Generator Loss: 1.1735 Epoch 2/2... Discriminator Loss: 2.9408... Generator Loss: 5.2382 Epoch 2/2... Discriminator Loss: 0.9675... Generator Loss: 1.1856 Epoch 2/2... Discriminator Loss: 1.6508... Generator Loss: 0.7025 Epoch 2/2... Discriminator Loss: 0.7462... Generator Loss: 2.2200
Epoch 2/2... Discriminator Loss: 0.8332... Generator Loss: 1.4381 Epoch 2/2... Discriminator Loss: 0.7886... Generator Loss: 1.7507 Epoch 2/2... Discriminator Loss: 0.8158... Generator Loss: 1.5285 Epoch 2/2... Discriminator Loss: 0.7866... Generator Loss: 1.7394 Epoch 2/2... Discriminator Loss: 1.4303... Generator Loss: 0.9789 Epoch 2/2... Discriminator Loss: 0.8548... Generator Loss: 1.5157 Epoch 2/2... Discriminator Loss: 0.8955... Generator Loss: 1.3168 Epoch 2/2... Discriminator Loss: 0.9127... Generator Loss: 1.3752 Epoch 2/2... Discriminator Loss: 0.7695... Generator Loss: 1.6024 Epoch 2/2... Discriminator Loss: 0.8498... Generator Loss: 1.3922
Epoch 2/2... Discriminator Loss: 1.2326... Generator Loss: 2.7720 Epoch 2/2... Discriminator Loss: 0.8679... Generator Loss: 1.4115 Epoch 2/2... Discriminator Loss: 1.8051... Generator Loss: 4.1349 Epoch 2/2... Discriminator Loss: 0.9008... Generator Loss: 1.2852 Epoch 2/2... Discriminator Loss: 1.4221... Generator Loss: 0.6249 Epoch 2/2... Discriminator Loss: 0.7585... Generator Loss: 1.7532 Epoch 2/2... Discriminator Loss: 1.0630... Generator Loss: 1.1618 Epoch 2/2... Discriminator Loss: 0.7584... Generator Loss: 1.7916 Epoch 2/2... Discriminator Loss: 1.6980... Generator Loss: 0.4667 Epoch 2/2... Discriminator Loss: 0.6678... Generator Loss: 2.5531
Epoch 2/2... Discriminator Loss: 0.9723... Generator Loss: 1.1208 Epoch 2/2... Discriminator Loss: 0.9638... Generator Loss: 1.3370 Epoch 2/2... Discriminator Loss: 0.8489... Generator Loss: 1.3772 Epoch 2/2... Discriminator Loss: 0.7155... Generator Loss: 1.9152 Epoch 2/2... Discriminator Loss: 0.8143... Generator Loss: 1.6478 Epoch 2/2... Discriminator Loss: 0.8540... Generator Loss: 1.6533 Epoch 2/2... Discriminator Loss: 0.7543... Generator Loss: 1.8419 Epoch 2/2... Discriminator Loss: 0.7513... Generator Loss: 1.6716 Epoch 2/2... Discriminator Loss: 1.5059... Generator Loss: 0.7267 Epoch 2/2... Discriminator Loss: 0.7559... Generator Loss: 1.6407
Epoch 2/2... Discriminator Loss: 1.4463... Generator Loss: 0.6976 Epoch 2/2... Discriminator Loss: 0.7341... Generator Loss: 1.9281 Epoch 2/2... Discriminator Loss: 0.6989... Generator Loss: 2.0817 Epoch 2/2... Discriminator Loss: 0.8080... Generator Loss: 1.7119 Epoch 2/2... Discriminator Loss: 0.8462... Generator Loss: 1.6210 Epoch 2/2... Discriminator Loss: 0.8777... Generator Loss: 2.7830 Epoch 2/2... Discriminator Loss: 0.7673... Generator Loss: 1.8031 Epoch 2/2... Discriminator Loss: 1.0997... Generator Loss: 1.6056 Epoch 2/2... Discriminator Loss: 1.0690... Generator Loss: 1.0032 Epoch 2/2... Discriminator Loss: 1.8241... Generator Loss: 0.4464
Epoch 2/2... Discriminator Loss: 0.9731... Generator Loss: 1.2000 Epoch 2/2... Discriminator Loss: 1.5178... Generator Loss: 0.6112 Epoch 2/2... Discriminator Loss: 0.8512... Generator Loss: 1.3077 Epoch 2/2... Discriminator Loss: 0.8689... Generator Loss: 1.2627 Epoch 2/2... Discriminator Loss: 0.8833... Generator Loss: 1.3525 Epoch 2/2... Discriminator Loss: 1.0302... Generator Loss: 1.3343 Epoch 2/2... Discriminator Loss: 0.8461... Generator Loss: 2.1924 Epoch 2/2... Discriminator Loss: 0.9272... Generator Loss: 1.1956 Epoch 2/2... Discriminator Loss: 0.8024... Generator Loss: 2.4020 Epoch 2/2... Discriminator Loss: 0.8035... Generator Loss: 1.6029
Epoch 2/2... Discriminator Loss: 0.8207... Generator Loss: 1.5507 Epoch 2/2... Discriminator Loss: 0.7374... Generator Loss: 1.9477 Epoch 2/2... Discriminator Loss: 1.0402... Generator Loss: 0.9884 Epoch 2/2... Discriminator Loss: 0.6845... Generator Loss: 2.3044 Epoch 2/2... Discriminator Loss: 0.9147... Generator Loss: 1.2095 Epoch 2/2... Discriminator Loss: 0.8397... Generator Loss: 1.3437 Epoch 2/2... Discriminator Loss: 0.8893... Generator Loss: 1.2876 Epoch 2/2... Discriminator Loss: 1.0311... Generator Loss: 1.1292 Epoch 2/2... Discriminator Loss: 0.9342... Generator Loss: 1.2933 Epoch 2/2... Discriminator Loss: 1.8315... Generator Loss: 3.3627
Epoch 2/2... Discriminator Loss: 0.6633... Generator Loss: 2.5232 Epoch 2/2... Discriminator Loss: 1.2435... Generator Loss: 1.0364 Epoch 2/2... Discriminator Loss: 0.7553... Generator Loss: 1.7095 Epoch 2/2... Discriminator Loss: 0.6707... Generator Loss: 2.2582 Epoch 2/2... Discriminator Loss: 1.0095... Generator Loss: 1.1732 Epoch 2/2... Discriminator Loss: 0.7389... Generator Loss: 1.7600 Epoch 2/2... Discriminator Loss: 1.1473... Generator Loss: 0.9308 Epoch 2/2... Discriminator Loss: 1.2061... Generator Loss: 0.8515 Epoch 2/2... Discriminator Loss: 0.7305... Generator Loss: 2.4588 Epoch 2/2... Discriminator Loss: 0.8998... Generator Loss: 1.3879
Epoch 2/2... Discriminator Loss: 0.8137... Generator Loss: 1.5371 Epoch 2/2... Discriminator Loss: 0.8924... Generator Loss: 2.1679 Epoch 2/2... Discriminator Loss: 0.8101... Generator Loss: 1.5058 Epoch 2/2... Discriminator Loss: 1.7506... Generator Loss: 0.6307 Epoch 2/2... Discriminator Loss: 0.7730... Generator Loss: 2.3486 Epoch 2/2... Discriminator Loss: 0.7149... Generator Loss: 1.9151 Epoch 2/2... Discriminator Loss: 1.0631... Generator Loss: 1.1027 Epoch 2/2... Discriminator Loss: 0.9432... Generator Loss: 1.6364 Epoch 2/2... Discriminator Loss: 0.9354... Generator Loss: 1.3204 Epoch 2/2... Discriminator Loss: 1.3735... Generator Loss: 0.7370
Epoch 2/2... Discriminator Loss: 1.1861... Generator Loss: 0.8439 Epoch 2/2... Discriminator Loss: 1.5427... Generator Loss: 0.7295 Epoch 2/2... Discriminator Loss: 1.3086... Generator Loss: 0.8851 Epoch 2/2... Discriminator Loss: 0.7910... Generator Loss: 1.5812 Epoch 2/2... Discriminator Loss: 0.8767... Generator Loss: 1.2866 Epoch 2/2... Discriminator Loss: 0.9050... Generator Loss: 1.5007 Epoch 2/2... Discriminator Loss: 0.7887... Generator Loss: 1.5948 Epoch 2/2... Discriminator Loss: 0.9533... Generator Loss: 1.2882 Epoch 2/2... Discriminator Loss: 1.3439... Generator Loss: 0.8679 Epoch 2/2... Discriminator Loss: 0.9892... Generator Loss: 1.0842
Epoch 2/2... Discriminator Loss: 0.9620... Generator Loss: 1.2327 Epoch 2/2... Discriminator Loss: 1.1805... Generator Loss: 0.8819 Epoch 2/2... Discriminator Loss: 0.6724... Generator Loss: 2.1170 Epoch 2/2... Discriminator Loss: 1.0495... Generator Loss: 1.1622 Epoch 2/2... Discriminator Loss: 0.8009... Generator Loss: 1.5588 Epoch 2/2... Discriminator Loss: 0.8644... Generator Loss: 1.4092 Epoch 2/2... Discriminator Loss: 1.3489... Generator Loss: 0.8747 Epoch 2/2... Discriminator Loss: 1.2005... Generator Loss: 1.0059 Epoch 2/2... Discriminator Loss: 0.8875... Generator Loss: 1.4094 Epoch 2/2... Discriminator Loss: 1.0616... Generator Loss: 2.9841
Epoch 2/2... Discriminator Loss: 1.0347... Generator Loss: 1.0720 Epoch 2/2... Discriminator Loss: 0.7486... Generator Loss: 1.9611 Epoch 2/2... Discriminator Loss: 1.1099... Generator Loss: 1.1657 Epoch 2/2... Discriminator Loss: 1.0202... Generator Loss: 1.0554 Epoch 2/2... Discriminator Loss: 0.9232... Generator Loss: 1.6164 Epoch 2/2... Discriminator Loss: 1.1781... Generator Loss: 0.9632 Epoch 2/2... Discriminator Loss: 0.7974... Generator Loss: 1.8104 Epoch 2/2... Discriminator Loss: 0.7152... Generator Loss: 1.8942 Epoch 2/2... Discriminator Loss: 1.6149... Generator Loss: 0.5701 Epoch 2/2... Discriminator Loss: 0.8743... Generator Loss: 1.5246
Epoch 2/2... Discriminator Loss: 0.7520... Generator Loss: 1.7895 Epoch 2/2... Discriminator Loss: 0.9897... Generator Loss: 1.1247 Epoch 2/2... Discriminator Loss: 0.6879... Generator Loss: 2.2487 Epoch 2/2... Discriminator Loss: 0.8378... Generator Loss: 1.9289 Epoch 2/2... Discriminator Loss: 0.7263... Generator Loss: 1.9887 Epoch 2/2... Discriminator Loss: 0.7246... Generator Loss: 2.4178 Epoch 2/2... Discriminator Loss: 1.1144... Generator Loss: 3.5280 Epoch 2/2... Discriminator Loss: 0.8093... Generator Loss: 1.4364 Epoch 2/2... Discriminator Loss: 0.8651... Generator Loss: 1.5416 Epoch 2/2... Discriminator Loss: 1.0670... Generator Loss: 3.4158
Epoch 2/2... Discriminator Loss: 0.9158... Generator Loss: 1.2599 Epoch 2/2... Discriminator Loss: 0.8895... Generator Loss: 1.3357 Epoch 2/2... Discriminator Loss: 0.7915... Generator Loss: 1.6350 Epoch 2/2... Discriminator Loss: 1.4583... Generator Loss: 0.6522 Epoch 2/2... Discriminator Loss: 0.8301... Generator Loss: 2.3030 Epoch 2/2... Discriminator Loss: 0.9159... Generator Loss: 1.3055 Epoch 2/2... Discriminator Loss: 0.9591... Generator Loss: 1.1864 Epoch 2/2... Discriminator Loss: 0.7678... Generator Loss: 1.9209 Epoch 2/2... Discriminator Loss: 1.1928... Generator Loss: 0.8547 Epoch 2/2... Discriminator Loss: 0.8436... Generator Loss: 1.9602
Epoch 2/2... Discriminator Loss: 0.7465... Generator Loss: 1.7172 Epoch 2/2... Discriminator Loss: 1.2684... Generator Loss: 0.8591 Epoch 2/2... Discriminator Loss: 0.9207... Generator Loss: 1.2472 Epoch 2/2... Discriminator Loss: 0.7726... Generator Loss: 1.6861 Epoch 2/2... Discriminator Loss: 0.8942... Generator Loss: 1.3323 Epoch 2/2... Discriminator Loss: 1.1233... Generator Loss: 1.0584 Epoch 2/2... Discriminator Loss: 0.9286... Generator Loss: 1.3431 Epoch 2/2... Discriminator Loss: 0.8563... Generator Loss: 2.3644 Epoch 2/2... Discriminator Loss: 0.8160... Generator Loss: 1.5173 Epoch 2/2... Discriminator Loss: 0.8476... Generator Loss: 1.3453
Epoch 2/2... Discriminator Loss: 0.9449... Generator Loss: 1.2534 Epoch 2/2... Discriminator Loss: 0.8587... Generator Loss: 1.5136 Epoch 2/2... Discriminator Loss: 0.7759... Generator Loss: 2.2473 Epoch 2/2... Discriminator Loss: 1.3869... Generator Loss: 2.2382 Epoch 2/2... Discriminator Loss: 0.8776... Generator Loss: 1.4544 Epoch 2/2... Discriminator Loss: 0.9284... Generator Loss: 1.2832 Epoch 2/2... Discriminator Loss: 0.7584... Generator Loss: 1.6837 Epoch 2/2... Discriminator Loss: 0.8203... Generator Loss: 1.8887 Epoch 2/2... Discriminator Loss: 0.8135... Generator Loss: 1.9594 Epoch 2/2... Discriminator Loss: 0.8893... Generator Loss: 1.6152
Epoch 2/2... Discriminator Loss: 0.7277... Generator Loss: 2.4373 Epoch 2/2... Discriminator Loss: 0.8367... Generator Loss: 1.4113 Epoch 2/2... Discriminator Loss: 0.8399... Generator Loss: 1.4412 Epoch 2/2... Discriminator Loss: 0.7078... Generator Loss: 2.0911 Epoch 2/2... Discriminator Loss: 0.8808... Generator Loss: 1.4432 Epoch 2/2... Discriminator Loss: 1.1554... Generator Loss: 2.9680 Epoch 2/2... Discriminator Loss: 1.2439... Generator Loss: 0.8508 Epoch 2/2... Discriminator Loss: 1.4022... Generator Loss: 0.7129 Epoch 2/2... Discriminator Loss: 0.7706... Generator Loss: 1.6429 Epoch 2/2... Discriminator Loss: 0.7181... Generator Loss: 2.3295
Epoch 2/2... Discriminator Loss: 0.6851... Generator Loss: 2.3071 Epoch 2/2... Discriminator Loss: 0.9643... Generator Loss: 2.1390 Epoch 2/2... Discriminator Loss: 0.8204... Generator Loss: 1.4252 Epoch 2/2... Discriminator Loss: 1.1565... Generator Loss: 0.7832 Epoch 2/2... Discriminator Loss: 0.8739... Generator Loss: 1.3855 Epoch 2/2... Discriminator Loss: 0.7546... Generator Loss: 1.7723 Epoch 2/2... Discriminator Loss: 0.7453... Generator Loss: 2.1131 Epoch 2/2... Discriminator Loss: 1.2499... Generator Loss: 3.1664 Epoch 2/2... Discriminator Loss: 1.2652... Generator Loss: 1.0429 Epoch 2/2... Discriminator Loss: 0.8161... Generator Loss: 1.5725
Epoch 2/2... Discriminator Loss: 0.9126... Generator Loss: 2.0071 Epoch 2/2... Discriminator Loss: 0.7615... Generator Loss: 2.3101 Epoch 2/2... Discriminator Loss: 1.1815... Generator Loss: 0.8534 Epoch 2/2... Discriminator Loss: 0.9688... Generator Loss: 1.1107 Epoch 2/2... Discriminator Loss: 1.5210... Generator Loss: 4.3340 Epoch 2/2... Discriminator Loss: 0.7037... Generator Loss: 1.9666 Epoch 2/2... Discriminator Loss: 1.2522... Generator Loss: 0.8170 Epoch 2/2... Discriminator Loss: 0.8388... Generator Loss: 1.4844 Epoch 2/2... Discriminator Loss: 0.8623... Generator Loss: 1.3662 Epoch 2/2... Discriminator Loss: 0.8064... Generator Loss: 1.9069
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16
z_dim = 64
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 2.6635... Generator Loss: 0.2675 Epoch 1/1... Discriminator Loss: 4.6404... Generator Loss: 0.0222 Epoch 1/1... Discriminator Loss: 0.5997... Generator Loss: 17.6954 Epoch 1/1... Discriminator Loss: 0.6490... Generator Loss: 5.3087 Epoch 1/1... Discriminator Loss: 0.5570... Generator Loss: 3.7793 Epoch 1/1... Discriminator Loss: 2.3933... Generator Loss: 0.1659 Epoch 1/1... Discriminator Loss: 0.5531... Generator Loss: 2.6736 Epoch 1/1... Discriminator Loss: 1.0832... Generator Loss: 1.4400 Epoch 1/1... Discriminator Loss: 0.9268... Generator Loss: 2.1777 Epoch 1/1... Discriminator Loss: 0.8227... Generator Loss: 1.3807
Epoch 1/1... Discriminator Loss: 1.1117... Generator Loss: 0.7185 Epoch 1/1... Discriminator Loss: 1.0948... Generator Loss: 0.8351 Epoch 1/1... Discriminator Loss: 0.6463... Generator Loss: 1.6834 Epoch 1/1... Discriminator Loss: 0.7976... Generator Loss: 1.2608 Epoch 1/1... Discriminator Loss: 0.5128... Generator Loss: 2.5563 Epoch 1/1... Discriminator Loss: 0.5777... Generator Loss: 2.5280 Epoch 1/1... Discriminator Loss: 0.8075... Generator Loss: 1.1300 Epoch 1/1... Discriminator Loss: 1.1061... Generator Loss: 1.5614 Epoch 1/1... Discriminator Loss: 0.8965... Generator Loss: 1.2147 Epoch 1/1... Discriminator Loss: 0.9944... Generator Loss: 2.7929
Epoch 1/1... Discriminator Loss: 0.7586... Generator Loss: 1.4039 Epoch 1/1... Discriminator Loss: 0.8851... Generator Loss: 1.0123 Epoch 1/1... Discriminator Loss: 0.6832... Generator Loss: 2.5324 Epoch 1/1... Discriminator Loss: 0.8814... Generator Loss: 1.3522 Epoch 1/1... Discriminator Loss: 1.1979... Generator Loss: 0.7788 Epoch 1/1... Discriminator Loss: 1.2079... Generator Loss: 1.2611 Epoch 1/1... Discriminator Loss: 0.7197... Generator Loss: 1.5255 Epoch 1/1... Discriminator Loss: 0.6785... Generator Loss: 1.5434 Epoch 1/1... Discriminator Loss: 0.9885... Generator Loss: 0.8975 Epoch 1/1... Discriminator Loss: 0.7476... Generator Loss: 1.3318
Epoch 1/1... Discriminator Loss: 0.6734... Generator Loss: 1.8879 Epoch 1/1... Discriminator Loss: 1.7991... Generator Loss: 3.9891 Epoch 1/1... Discriminator Loss: 1.6703... Generator Loss: 0.4212 Epoch 1/1... Discriminator Loss: 1.5421... Generator Loss: 0.5783 Epoch 1/1... Discriminator Loss: 1.5826... Generator Loss: 0.4993 Epoch 1/1... Discriminator Loss: 0.8584... Generator Loss: 1.4558 Epoch 1/1... Discriminator Loss: 1.1487... Generator Loss: 0.8784 Epoch 1/1... Discriminator Loss: 0.8865... Generator Loss: 1.9909 Epoch 1/1... Discriminator Loss: 0.8908... Generator Loss: 1.2086 Epoch 1/1... Discriminator Loss: 1.0031... Generator Loss: 0.9855
Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.9865 Epoch 1/1... Discriminator Loss: 1.5870... Generator Loss: 0.4135 Epoch 1/1... Discriminator Loss: 1.2102... Generator Loss: 0.6687 Epoch 1/1... Discriminator Loss: 0.7906... Generator Loss: 1.7788 Epoch 1/1... Discriminator Loss: 2.1516... Generator Loss: 0.3743 Epoch 1/1... Discriminator Loss: 1.0663... Generator Loss: 0.6869 Epoch 1/1... Discriminator Loss: 1.1367... Generator Loss: 2.2093 Epoch 1/1... Discriminator Loss: 1.5369... Generator Loss: 0.4613 Epoch 1/1... Discriminator Loss: 0.8381... Generator Loss: 1.1308 Epoch 1/1... Discriminator Loss: 1.1380... Generator Loss: 0.8204
Epoch 1/1... Discriminator Loss: 1.1483... Generator Loss: 0.7581 Epoch 1/1... Discriminator Loss: 0.7018... Generator Loss: 1.6251 Epoch 1/1... Discriminator Loss: 0.6963... Generator Loss: 1.5230 Epoch 1/1... Discriminator Loss: 1.0761... Generator Loss: 0.8307 Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 2.4963 Epoch 1/1... Discriminator Loss: 1.0924... Generator Loss: 0.8606 Epoch 1/1... Discriminator Loss: 1.4126... Generator Loss: 0.4693 Epoch 1/1... Discriminator Loss: 0.9107... Generator Loss: 1.2108 Epoch 1/1... Discriminator Loss: 1.0651... Generator Loss: 2.2131 Epoch 1/1... Discriminator Loss: 0.8908... Generator Loss: 0.9700
Epoch 1/1... Discriminator Loss: 1.5264... Generator Loss: 0.4727 Epoch 1/1... Discriminator Loss: 1.7077... Generator Loss: 0.3896 Epoch 1/1... Discriminator Loss: 0.8697... Generator Loss: 2.1902 Epoch 1/1... Discriminator Loss: 0.9070... Generator Loss: 1.2958 Epoch 1/1... Discriminator Loss: 0.9012... Generator Loss: 1.0022 Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 0.7100 Epoch 1/1... Discriminator Loss: 1.1467... Generator Loss: 0.6772 Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 1.3016 Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.9418 Epoch 1/1... Discriminator Loss: 1.4278... Generator Loss: 0.4229
Epoch 1/1... Discriminator Loss: 0.8517... Generator Loss: 1.1015 Epoch 1/1... Discriminator Loss: 1.3034... Generator Loss: 0.5230 Epoch 1/1... Discriminator Loss: 1.4199... Generator Loss: 0.5978 Epoch 1/1... Discriminator Loss: 0.8662... Generator Loss: 1.5871 Epoch 1/1... Discriminator Loss: 1.2682... Generator Loss: 0.6300 Epoch 1/1... Discriminator Loss: 0.9830... Generator Loss: 1.1393 Epoch 1/1... Discriminator Loss: 0.7128... Generator Loss: 1.7024 Epoch 1/1... Discriminator Loss: 1.9617... Generator Loss: 0.2635 Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.6425 Epoch 1/1... Discriminator Loss: 0.8810... Generator Loss: 1.7054
Epoch 1/1... Discriminator Loss: 0.6555... Generator Loss: 1.4767 Epoch 1/1... Discriminator Loss: 0.9380... Generator Loss: 0.9733 Epoch 1/1... Discriminator Loss: 0.9078... Generator Loss: 2.4473 Epoch 1/1... Discriminator Loss: 1.1310... Generator Loss: 1.2948 Epoch 1/1... Discriminator Loss: 1.0425... Generator Loss: 1.3108 Epoch 1/1... Discriminator Loss: 0.8350... Generator Loss: 1.5290 Epoch 1/1... Discriminator Loss: 0.9772... Generator Loss: 0.9077 Epoch 1/1... Discriminator Loss: 0.8249... Generator Loss: 1.5621 Epoch 1/1... Discriminator Loss: 0.6525... Generator Loss: 1.8978 Epoch 1/1... Discriminator Loss: 0.5849... Generator Loss: 1.6906
Epoch 1/1... Discriminator Loss: 0.8644... Generator Loss: 1.0419 Epoch 1/1... Discriminator Loss: 1.7353... Generator Loss: 0.3577 Epoch 1/1... Discriminator Loss: 0.9589... Generator Loss: 1.2316 Epoch 1/1... Discriminator Loss: 0.9459... Generator Loss: 0.9137 Epoch 1/1... Discriminator Loss: 0.9145... Generator Loss: 1.3813 Epoch 1/1... Discriminator Loss: 0.9237... Generator Loss: 1.1781 Epoch 1/1... Discriminator Loss: 0.9533... Generator Loss: 1.1184 Epoch 1/1... Discriminator Loss: 1.4142... Generator Loss: 0.4880 Epoch 1/1... Discriminator Loss: 0.8577... Generator Loss: 1.7742 Epoch 1/1... Discriminator Loss: 0.7904... Generator Loss: 1.3594
Epoch 1/1... Discriminator Loss: 1.0282... Generator Loss: 1.9072 Epoch 1/1... Discriminator Loss: 0.9802... Generator Loss: 2.3161 Epoch 1/1... Discriminator Loss: 1.8360... Generator Loss: 0.2998 Epoch 1/1... Discriminator Loss: 1.1156... Generator Loss: 1.1520 Epoch 1/1... Discriminator Loss: 0.8576... Generator Loss: 1.1140 Epoch 1/1... Discriminator Loss: 1.3957... Generator Loss: 0.5301 Epoch 1/1... Discriminator Loss: 0.5953... Generator Loss: 1.8234 Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 1.6417 Epoch 1/1... Discriminator Loss: 1.4355... Generator Loss: 0.4262 Epoch 1/1... Discriminator Loss: 1.8112... Generator Loss: 0.3157
Epoch 1/1... Discriminator Loss: 0.6078... Generator Loss: 1.5750 Epoch 1/1... Discriminator Loss: 0.7901... Generator Loss: 1.2476 Epoch 1/1... Discriminator Loss: 1.0387... Generator Loss: 0.9253 Epoch 1/1... Discriminator Loss: 0.7542... Generator Loss: 1.3035 Epoch 1/1... Discriminator Loss: 0.9724... Generator Loss: 1.1769 Epoch 1/1... Discriminator Loss: 0.7093... Generator Loss: 1.4493 Epoch 1/1... Discriminator Loss: 0.9912... Generator Loss: 0.8448 Epoch 1/1... Discriminator Loss: 0.9957... Generator Loss: 0.8550 Epoch 1/1... Discriminator Loss: 1.4611... Generator Loss: 0.4825 Epoch 1/1... Discriminator Loss: 0.8840... Generator Loss: 0.9864
Epoch 1/1... Discriminator Loss: 0.7051... Generator Loss: 1.5861 Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 1.0870 Epoch 1/1... Discriminator Loss: 2.8440... Generator Loss: 5.7085 Epoch 1/1... Discriminator Loss: 1.1421... Generator Loss: 1.0917 Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 0.6669 Epoch 1/1... Discriminator Loss: 0.7338... Generator Loss: 1.2495 Epoch 1/1... Discriminator Loss: 0.8477... Generator Loss: 1.0100 Epoch 1/1... Discriminator Loss: 1.7224... Generator Loss: 0.3487 Epoch 1/1... Discriminator Loss: 0.4473... Generator Loss: 2.5923 Epoch 1/1... Discriminator Loss: 0.6656... Generator Loss: 1.4731
Epoch 1/1... Discriminator Loss: 1.5075... Generator Loss: 0.5570 Epoch 1/1... Discriminator Loss: 0.7080... Generator Loss: 1.8748 Epoch 1/1... Discriminator Loss: 0.9693... Generator Loss: 0.8240 Epoch 1/1... Discriminator Loss: 0.8687... Generator Loss: 1.2847 Epoch 1/1... Discriminator Loss: 0.6365... Generator Loss: 1.8291 Epoch 1/1... Discriminator Loss: 0.8271... Generator Loss: 1.5841 Epoch 1/1... Discriminator Loss: 0.9179... Generator Loss: 1.4950 Epoch 1/1... Discriminator Loss: 1.1730... Generator Loss: 0.6160 Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 0.9611 Epoch 1/1... Discriminator Loss: 0.6016... Generator Loss: 1.8034
Epoch 1/1... Discriminator Loss: 0.8873... Generator Loss: 0.9971 Epoch 1/1... Discriminator Loss: 0.6079... Generator Loss: 2.0079 Epoch 1/1... Discriminator Loss: 0.9313... Generator Loss: 0.9050 Epoch 1/1... Discriminator Loss: 0.9945... Generator Loss: 0.7858 Epoch 1/1... Discriminator Loss: 0.8130... Generator Loss: 1.1529 Epoch 1/1... Discriminator Loss: 2.4700... Generator Loss: 0.1797 Epoch 1/1... Discriminator Loss: 1.3766... Generator Loss: 0.5036 Epoch 1/1... Discriminator Loss: 0.7575... Generator Loss: 1.1314 Epoch 1/1... Discriminator Loss: 1.0375... Generator Loss: 2.3177 Epoch 1/1... Discriminator Loss: 1.1467... Generator Loss: 0.8961
Epoch 1/1... Discriminator Loss: 0.7564... Generator Loss: 1.8849 Epoch 1/1... Discriminator Loss: 1.1208... Generator Loss: 0.6791 Epoch 1/1... Discriminator Loss: 0.9362... Generator Loss: 1.2376 Epoch 1/1... Discriminator Loss: 0.3916... Generator Loss: 3.7251 Epoch 1/1... Discriminator Loss: 0.9252... Generator Loss: 2.5138 Epoch 1/1... Discriminator Loss: 1.1153... Generator Loss: 0.8234 Epoch 1/1... Discriminator Loss: 2.2723... Generator Loss: 0.1799 Epoch 1/1... Discriminator Loss: 0.5583... Generator Loss: 2.7827 Epoch 1/1... Discriminator Loss: 1.4552... Generator Loss: 0.4726 Epoch 1/1... Discriminator Loss: 1.0350... Generator Loss: 1.9115
Epoch 1/1... Discriminator Loss: 0.8288... Generator Loss: 1.2012 Epoch 1/1... Discriminator Loss: 0.7583... Generator Loss: 2.6290 Epoch 1/1... Discriminator Loss: 0.6931... Generator Loss: 1.9193 Epoch 1/1... Discriminator Loss: 0.9034... Generator Loss: 1.0217 Epoch 1/1... Discriminator Loss: 0.9104... Generator Loss: 1.0172 Epoch 1/1... Discriminator Loss: 0.5400... Generator Loss: 1.9649 Epoch 1/1... Discriminator Loss: 0.5214... Generator Loss: 1.9528 Epoch 1/1... Discriminator Loss: 0.7429... Generator Loss: 1.4239 Epoch 1/1... Discriminator Loss: 2.1670... Generator Loss: 0.2103 Epoch 1/1... Discriminator Loss: 0.7415... Generator Loss: 2.4464
Epoch 1/1... Discriminator Loss: 0.6879... Generator Loss: 1.3830 Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.6289 Epoch 1/1... Discriminator Loss: 1.1048... Generator Loss: 0.7109 Epoch 1/1... Discriminator Loss: 0.8440... Generator Loss: 1.0460 Epoch 1/1... Discriminator Loss: 0.6565... Generator Loss: 2.6259 Epoch 1/1... Discriminator Loss: 0.6126... Generator Loss: 3.5462 Epoch 1/1... Discriminator Loss: 0.7230... Generator Loss: 1.5781 Epoch 1/1... Discriminator Loss: 2.1131... Generator Loss: 0.2578 Epoch 1/1... Discriminator Loss: 0.9265... Generator Loss: 0.9689 Epoch 1/1... Discriminator Loss: 0.8530... Generator Loss: 1.0943
Epoch 1/1... Discriminator Loss: 1.0044... Generator Loss: 0.8150 Epoch 1/1... Discriminator Loss: 0.7634... Generator Loss: 1.3481 Epoch 1/1... Discriminator Loss: 1.0868... Generator Loss: 0.7896 Epoch 1/1... Discriminator Loss: 2.4975... Generator Loss: 0.1491 Epoch 1/1... Discriminator Loss: 0.7547... Generator Loss: 1.2502 Epoch 1/1... Discriminator Loss: 1.0216... Generator Loss: 1.0218 Epoch 1/1... Discriminator Loss: 0.6140... Generator Loss: 1.7001 Epoch 1/1... Discriminator Loss: 2.0588... Generator Loss: 0.2375 Epoch 1/1... Discriminator Loss: 0.9855... Generator Loss: 1.5040 Epoch 1/1... Discriminator Loss: 0.6135... Generator Loss: 2.4977
Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.5376 Epoch 1/1... Discriminator Loss: 1.2711... Generator Loss: 0.7861 Epoch 1/1... Discriminator Loss: 0.7911... Generator Loss: 1.1249 Epoch 1/1... Discriminator Loss: 1.2770... Generator Loss: 0.5614 Epoch 1/1... Discriminator Loss: 1.4010... Generator Loss: 0.4626 Epoch 1/1... Discriminator Loss: 0.8898... Generator Loss: 0.9435 Epoch 1/1... Discriminator Loss: 0.7687... Generator Loss: 1.3181 Epoch 1/1... Discriminator Loss: 1.3577... Generator Loss: 0.6109 Epoch 1/1... Discriminator Loss: 0.9822... Generator Loss: 0.9625 Epoch 1/1... Discriminator Loss: 0.8567... Generator Loss: 1.1933
Epoch 1/1... Discriminator Loss: 0.9401... Generator Loss: 0.9381 Epoch 1/1... Discriminator Loss: 0.6608... Generator Loss: 1.6133 Epoch 1/1... Discriminator Loss: 0.8343... Generator Loss: 1.8201 Epoch 1/1... Discriminator Loss: 0.6136... Generator Loss: 1.6745 Epoch 1/1... Discriminator Loss: 0.9645... Generator Loss: 0.8279 Epoch 1/1... Discriminator Loss: 1.3851... Generator Loss: 0.4934 Epoch 1/1... Discriminator Loss: 0.7626... Generator Loss: 1.7958 Epoch 1/1... Discriminator Loss: 0.8728... Generator Loss: 0.9152 Epoch 1/1... Discriminator Loss: 1.3964... Generator Loss: 0.5143 Epoch 1/1... Discriminator Loss: 0.7062... Generator Loss: 1.2410
Epoch 1/1... Discriminator Loss: 1.4256... Generator Loss: 0.4428 Epoch 1/1... Discriminator Loss: 0.8051... Generator Loss: 1.2529 Epoch 1/1... Discriminator Loss: 0.6351... Generator Loss: 1.4984 Epoch 1/1... Discriminator Loss: 0.4664... Generator Loss: 2.8249 Epoch 1/1... Discriminator Loss: 0.7268... Generator Loss: 1.6588 Epoch 1/1... Discriminator Loss: 1.0011... Generator Loss: 0.8543 Epoch 1/1... Discriminator Loss: 1.2280... Generator Loss: 0.6492 Epoch 1/1... Discriminator Loss: 1.4862... Generator Loss: 0.3869 Epoch 1/1... Discriminator Loss: 1.5268... Generator Loss: 0.3875 Epoch 1/1... Discriminator Loss: 0.8049... Generator Loss: 2.2141
Epoch 1/1... Discriminator Loss: 0.9741... Generator Loss: 0.8355 Epoch 1/1... Discriminator Loss: 2.1189... Generator Loss: 0.2436 Epoch 1/1... Discriminator Loss: 1.6640... Generator Loss: 0.3369 Epoch 1/1... Discriminator Loss: 1.0849... Generator Loss: 0.7061 Epoch 1/1... Discriminator Loss: 1.2362... Generator Loss: 0.6287 Epoch 1/1... Discriminator Loss: 1.5207... Generator Loss: 3.6249 Epoch 1/1... Discriminator Loss: 1.6612... Generator Loss: 0.3477 Epoch 1/1... Discriminator Loss: 1.0226... Generator Loss: 0.7264 Epoch 1/1... Discriminator Loss: 0.9459... Generator Loss: 0.8596 Epoch 1/1... Discriminator Loss: 0.5538... Generator Loss: 2.0841
Epoch 1/1... Discriminator Loss: 1.0106... Generator Loss: 3.6010 Epoch 1/1... Discriminator Loss: 0.9261... Generator Loss: 1.0083 Epoch 1/1... Discriminator Loss: 0.7289... Generator Loss: 1.2935 Epoch 1/1... Discriminator Loss: 0.5743... Generator Loss: 3.0562 Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 0.7541 Epoch 1/1... Discriminator Loss: 0.4446... Generator Loss: 2.9533 Epoch 1/1... Discriminator Loss: 1.0624... Generator Loss: 0.8592 Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 0.9044 Epoch 1/1... Discriminator Loss: 0.5997... Generator Loss: 2.5740 Epoch 1/1... Discriminator Loss: 2.2511... Generator Loss: 0.2401
Epoch 1/1... Discriminator Loss: 1.0416... Generator Loss: 0.7234 Epoch 1/1... Discriminator Loss: 0.4508... Generator Loss: 2.7538 Epoch 1/1... Discriminator Loss: 1.0266... Generator Loss: 0.8041 Epoch 1/1... Discriminator Loss: 2.0071... Generator Loss: 0.2567 Epoch 1/1... Discriminator Loss: 0.9619... Generator Loss: 1.0024 Epoch 1/1... Discriminator Loss: 1.2709... Generator Loss: 1.2364 Epoch 1/1... Discriminator Loss: 0.7959... Generator Loss: 1.7792 Epoch 1/1... Discriminator Loss: 0.7847... Generator Loss: 1.1057 Epoch 1/1... Discriminator Loss: 0.4984... Generator Loss: 3.2023 Epoch 1/1... Discriminator Loss: 0.5710... Generator Loss: 1.7376
Epoch 1/1... Discriminator Loss: 0.9458... Generator Loss: 0.8511 Epoch 1/1... Discriminator Loss: 0.6140... Generator Loss: 1.6612 Epoch 1/1... Discriminator Loss: 0.6463... Generator Loss: 1.3950 Epoch 1/1... Discriminator Loss: 0.5686... Generator Loss: 1.8445 Epoch 1/1... Discriminator Loss: 1.1337... Generator Loss: 0.6541 Epoch 1/1... Discriminator Loss: 1.8638... Generator Loss: 0.2735 Epoch 1/1... Discriminator Loss: 1.2314... Generator Loss: 0.6883 Epoch 1/1... Discriminator Loss: 0.8622... Generator Loss: 1.1241 Epoch 1/1... Discriminator Loss: 0.9170... Generator Loss: 1.8510 Epoch 1/1... Discriminator Loss: 0.6612... Generator Loss: 1.3899
Epoch 1/1... Discriminator Loss: 0.8510... Generator Loss: 1.1814 Epoch 1/1... Discriminator Loss: 0.8151... Generator Loss: 1.3594 Epoch 1/1... Discriminator Loss: 0.8707... Generator Loss: 1.1996 Epoch 1/1... Discriminator Loss: 1.1318... Generator Loss: 0.6397 Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 1.3081 Epoch 1/1... Discriminator Loss: 1.0133... Generator Loss: 1.0194 Epoch 1/1... Discriminator Loss: 1.7425... Generator Loss: 0.2961 Epoch 1/1... Discriminator Loss: 0.9722... Generator Loss: 1.9854 Epoch 1/1... Discriminator Loss: 1.0493... Generator Loss: 0.7432 Epoch 1/1... Discriminator Loss: 0.5367... Generator Loss: 2.1426
Epoch 1/1... Discriminator Loss: 1.1681... Generator Loss: 0.6792 Epoch 1/1... Discriminator Loss: 0.6253... Generator Loss: 1.7041 Epoch 1/1... Discriminator Loss: 1.0468... Generator Loss: 0.7901 Epoch 1/1... Discriminator Loss: 0.9086... Generator Loss: 0.9011 Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 0.9242 Epoch 1/1... Discriminator Loss: 0.6357... Generator Loss: 1.8046 Epoch 1/1... Discriminator Loss: 1.8635... Generator Loss: 0.2973 Epoch 1/1... Discriminator Loss: 2.1977... Generator Loss: 0.1850 Epoch 1/1... Discriminator Loss: 1.5362... Generator Loss: 0.4200 Epoch 1/1... Discriminator Loss: 0.9466... Generator Loss: 1.9601
Epoch 1/1... Discriminator Loss: 1.0801... Generator Loss: 0.7700 Epoch 1/1... Discriminator Loss: 1.0368... Generator Loss: 0.7675 Epoch 1/1... Discriminator Loss: 1.9044... Generator Loss: 0.2876 Epoch 1/1... Discriminator Loss: 0.8166... Generator Loss: 1.1365 Epoch 1/1... Discriminator Loss: 0.6905... Generator Loss: 1.3412 Epoch 1/1... Discriminator Loss: 0.9302... Generator Loss: 2.4809 Epoch 1/1... Discriminator Loss: 0.5833... Generator Loss: 1.7346 Epoch 1/1... Discriminator Loss: 0.7862... Generator Loss: 1.2067 Epoch 1/1... Discriminator Loss: 1.2295... Generator Loss: 0.5781 Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 1.2098
Epoch 1/1... Discriminator Loss: 1.6125... Generator Loss: 0.3862 Epoch 1/1... Discriminator Loss: 0.4668... Generator Loss: 2.2379 Epoch 1/1... Discriminator Loss: 1.3303... Generator Loss: 0.6112 Epoch 1/1... Discriminator Loss: 0.7612... Generator Loss: 1.9889 Epoch 1/1... Discriminator Loss: 0.9991... Generator Loss: 0.7678 Epoch 1/1... Discriminator Loss: 1.3259... Generator Loss: 0.4998 Epoch 1/1... Discriminator Loss: 0.9560... Generator Loss: 0.8501 Epoch 1/1... Discriminator Loss: 1.3441... Generator Loss: 0.5353 Epoch 1/1... Discriminator Loss: 1.0057... Generator Loss: 0.7980 Epoch 1/1... Discriminator Loss: 0.8645... Generator Loss: 1.6196
Epoch 1/1... Discriminator Loss: 0.9233... Generator Loss: 0.8891 Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.6046 Epoch 1/1... Discriminator Loss: 0.9710... Generator Loss: 0.8595 Epoch 1/1... Discriminator Loss: 0.8371... Generator Loss: 1.1271 Epoch 1/1... Discriminator Loss: 0.5856... Generator Loss: 1.9796 Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.5227 Epoch 1/1... Discriminator Loss: 0.8672... Generator Loss: 1.2044 Epoch 1/1... Discriminator Loss: 0.6307... Generator Loss: 1.9456 Epoch 1/1... Discriminator Loss: 2.0810... Generator Loss: 0.2468 Epoch 1/1... Discriminator Loss: 0.8268... Generator Loss: 1.2662
Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 1.1377 Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 0.4910 Epoch 1/1... Discriminator Loss: 0.6567... Generator Loss: 2.3820 Epoch 1/1... Discriminator Loss: 0.7902... Generator Loss: 1.1277 Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.5877 Epoch 1/1... Discriminator Loss: 0.8564... Generator Loss: 1.0811 Epoch 1/1... Discriminator Loss: 1.1780... Generator Loss: 0.6627 Epoch 1/1... Discriminator Loss: 0.9837... Generator Loss: 0.8825 Epoch 1/1... Discriminator Loss: 0.8072... Generator Loss: 1.2114 Epoch 1/1... Discriminator Loss: 1.4481... Generator Loss: 0.4411
Epoch 1/1... Discriminator Loss: 0.8118... Generator Loss: 1.5784 Epoch 1/1... Discriminator Loss: 1.3425... Generator Loss: 0.4861 Epoch 1/1... Discriminator Loss: 0.8648... Generator Loss: 0.9832 Epoch 1/1... Discriminator Loss: 0.9501... Generator Loss: 1.8073 Epoch 1/1... Discriminator Loss: 0.7697... Generator Loss: 1.2608 Epoch 1/1... Discriminator Loss: 0.7221... Generator Loss: 1.7653 Epoch 1/1... Discriminator Loss: 0.9542... Generator Loss: 0.8452 Epoch 1/1... Discriminator Loss: 1.1034... Generator Loss: 0.6570 Epoch 1/1... Discriminator Loss: 0.9979... Generator Loss: 0.9443 Epoch 1/1... Discriminator Loss: 0.7251... Generator Loss: 1.3492
Epoch 1/1... Discriminator Loss: 1.6952... Generator Loss: 0.4349 Epoch 1/1... Discriminator Loss: 0.9042... Generator Loss: 1.1650 Epoch 1/1... Discriminator Loss: 0.8430... Generator Loss: 1.0333 Epoch 1/1... Discriminator Loss: 1.2074... Generator Loss: 0.5746 Epoch 1/1... Discriminator Loss: 0.6443... Generator Loss: 1.4991 Epoch 1/1... Discriminator Loss: 2.0260... Generator Loss: 0.2297 Epoch 1/1... Discriminator Loss: 1.0416... Generator Loss: 0.7983 Epoch 1/1... Discriminator Loss: 0.9852... Generator Loss: 0.9015 Epoch 1/1... Discriminator Loss: 0.8403... Generator Loss: 1.1391 Epoch 1/1... Discriminator Loss: 0.5253... Generator Loss: 2.0713
Epoch 1/1... Discriminator Loss: 1.0213... Generator Loss: 0.8648 Epoch 1/1... Discriminator Loss: 2.0546... Generator Loss: 0.2585 Epoch 1/1... Discriminator Loss: 0.8435... Generator Loss: 1.1856 Epoch 1/1... Discriminator Loss: 0.7508... Generator Loss: 1.4251 Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 1.0201 Epoch 1/1... Discriminator Loss: 1.2224... Generator Loss: 0.6621 Epoch 1/1... Discriminator Loss: 0.8292... Generator Loss: 1.7028 Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 0.8679 Epoch 1/1... Discriminator Loss: 0.5635... Generator Loss: 1.7480 Epoch 1/1... Discriminator Loss: 0.6957... Generator Loss: 1.3951
Epoch 1/1... Discriminator Loss: 1.7538... Generator Loss: 0.3373 Epoch 1/1... Discriminator Loss: 0.8506... Generator Loss: 0.9759 Epoch 1/1... Discriminator Loss: 0.8794... Generator Loss: 1.1540 Epoch 1/1... Discriminator Loss: 1.5574... Generator Loss: 0.3981 Epoch 1/1... Discriminator Loss: 1.4456... Generator Loss: 0.4933 Epoch 1/1... Discriminator Loss: 1.1226... Generator Loss: 0.7453 Epoch 1/1... Discriminator Loss: 0.8406... Generator Loss: 1.1992 Epoch 1/1... Discriminator Loss: 1.2183... Generator Loss: 0.5586 Epoch 1/1... Discriminator Loss: 1.2844... Generator Loss: 0.5237 Epoch 1/1... Discriminator Loss: 1.2696... Generator Loss: 0.7719
Epoch 1/1... Discriminator Loss: 0.9894... Generator Loss: 0.8599 Epoch 1/1... Discriminator Loss: 1.4791... Generator Loss: 0.4453 Epoch 1/1... Discriminator Loss: 1.6273... Generator Loss: 0.4306 Epoch 1/1... Discriminator Loss: 1.1941... Generator Loss: 0.5931 Epoch 1/1... Discriminator Loss: 0.9162... Generator Loss: 1.5964 Epoch 1/1... Discriminator Loss: 0.9487... Generator Loss: 0.8784 Epoch 1/1... Discriminator Loss: 0.8902... Generator Loss: 0.9781 Epoch 1/1... Discriminator Loss: 0.7999... Generator Loss: 1.0922 Epoch 1/1... Discriminator Loss: 0.7968... Generator Loss: 1.5640 Epoch 1/1... Discriminator Loss: 0.6877... Generator Loss: 1.3740
Epoch 1/1... Discriminator Loss: 1.7082... Generator Loss: 0.3501 Epoch 1/1... Discriminator Loss: 1.0990... Generator Loss: 0.7784 Epoch 1/1... Discriminator Loss: 0.8138... Generator Loss: 1.3992 Epoch 1/1... Discriminator Loss: 0.9080... Generator Loss: 1.8211 Epoch 1/1... Discriminator Loss: 0.7516... Generator Loss: 1.3402 Epoch 1/1... Discriminator Loss: 0.9135... Generator Loss: 1.0922 Epoch 1/1... Discriminator Loss: 0.8208... Generator Loss: 1.3231 Epoch 1/1... Discriminator Loss: 0.5705... Generator Loss: 1.8476 Epoch 1/1... Discriminator Loss: 0.5483... Generator Loss: 1.8520 Epoch 1/1... Discriminator Loss: 1.2891... Generator Loss: 0.6601
Epoch 1/1... Discriminator Loss: 0.9946... Generator Loss: 0.8075 Epoch 1/1... Discriminator Loss: 0.7172... Generator Loss: 1.4429 Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 0.9206 Epoch 1/1... Discriminator Loss: 1.1381... Generator Loss: 0.8316 Epoch 1/1... Discriminator Loss: 0.9414... Generator Loss: 0.9626 Epoch 1/1... Discriminator Loss: 1.2177... Generator Loss: 0.6861 Epoch 1/1... Discriminator Loss: 1.1580... Generator Loss: 0.7064 Epoch 1/1... Discriminator Loss: 0.7467... Generator Loss: 1.2609 Epoch 1/1... Discriminator Loss: 0.6665... Generator Loss: 1.2801 Epoch 1/1... Discriminator Loss: 1.8361... Generator Loss: 0.3106
Epoch 1/1... Discriminator Loss: 0.9190... Generator Loss: 1.0185 Epoch 1/1... Discriminator Loss: 0.7098... Generator Loss: 1.3973 Epoch 1/1... Discriminator Loss: 1.0465... Generator Loss: 1.3668 Epoch 1/1... Discriminator Loss: 1.5180... Generator Loss: 0.4817 Epoch 1/1... Discriminator Loss: 0.7089... Generator Loss: 1.3100 Epoch 1/1... Discriminator Loss: 1.0813... Generator Loss: 0.7668 Epoch 1/1... Discriminator Loss: 1.3494... Generator Loss: 0.5631 Epoch 1/1... Discriminator Loss: 0.7222... Generator Loss: 1.5406 Epoch 1/1... Discriminator Loss: 1.3202... Generator Loss: 0.5208 Epoch 1/1... Discriminator Loss: 0.4765... Generator Loss: 2.4321
Epoch 1/1... Discriminator Loss: 1.2243... Generator Loss: 2.3102 Epoch 1/1... Discriminator Loss: 0.6417... Generator Loss: 1.4224 Epoch 1/1... Discriminator Loss: 1.2169... Generator Loss: 0.6147 Epoch 1/1... Discriminator Loss: 2.1720... Generator Loss: 0.1885 Epoch 1/1... Discriminator Loss: 0.7775... Generator Loss: 1.5307 Epoch 1/1... Discriminator Loss: 1.3140... Generator Loss: 0.4970 Epoch 1/1... Discriminator Loss: 0.8274... Generator Loss: 1.3402 Epoch 1/1... Discriminator Loss: 1.2442... Generator Loss: 0.5940 Epoch 1/1... Discriminator Loss: 0.8078... Generator Loss: 1.4862 Epoch 1/1... Discriminator Loss: 1.4955... Generator Loss: 0.4169
Epoch 1/1... Discriminator Loss: 1.1108... Generator Loss: 0.9144 Epoch 1/1... Discriminator Loss: 1.5013... Generator Loss: 0.4279 Epoch 1/1... Discriminator Loss: 0.9959... Generator Loss: 1.8577 Epoch 1/1... Discriminator Loss: 0.8434... Generator Loss: 1.7208 Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 0.8692 Epoch 1/1... Discriminator Loss: 0.8215... Generator Loss: 1.1775 Epoch 1/1... Discriminator Loss: 2.1096... Generator Loss: 0.2433 Epoch 1/1... Discriminator Loss: 0.7429... Generator Loss: 1.4205 Epoch 1/1... Discriminator Loss: 1.2325... Generator Loss: 0.5682 Epoch 1/1... Discriminator Loss: 1.5004... Generator Loss: 0.5194
Epoch 1/1... Discriminator Loss: 1.5125... Generator Loss: 0.4272 Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 0.8653 Epoch 1/1... Discriminator Loss: 0.8929... Generator Loss: 0.8798 Epoch 1/1... Discriminator Loss: 0.7662... Generator Loss: 1.1426 Epoch 1/1... Discriminator Loss: 1.4874... Generator Loss: 0.4296 Epoch 1/1... Discriminator Loss: 1.0636... Generator Loss: 1.8783 Epoch 1/1... Discriminator Loss: 0.9785... Generator Loss: 0.9909 Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 0.6767 Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 0.6962 Epoch 1/1... Discriminator Loss: 0.6913... Generator Loss: 1.3245
Epoch 1/1... Discriminator Loss: 0.9810... Generator Loss: 0.8190 Epoch 1/1... Discriminator Loss: 0.9173... Generator Loss: 1.5384 Epoch 1/1... Discriminator Loss: 0.9244... Generator Loss: 0.8932 Epoch 1/1... Discriminator Loss: 1.7565... Generator Loss: 0.3681 Epoch 1/1... Discriminator Loss: 1.0086... Generator Loss: 1.2101 Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.5200 Epoch 1/1... Discriminator Loss: 1.3182... Generator Loss: 0.4978 Epoch 1/1... Discriminator Loss: 0.7480... Generator Loss: 1.3446 Epoch 1/1... Discriminator Loss: 0.9994... Generator Loss: 1.2002 Epoch 1/1... Discriminator Loss: 0.6964... Generator Loss: 1.9874
Epoch 1/1... Discriminator Loss: 1.2433... Generator Loss: 0.6133 Epoch 1/1... Discriminator Loss: 0.7487... Generator Loss: 2.1368 Epoch 1/1... Discriminator Loss: 1.0033... Generator Loss: 1.4021 Epoch 1/1... Discriminator Loss: 1.6716... Generator Loss: 0.3391 Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 1.4538 Epoch 1/1... Discriminator Loss: 0.9390... Generator Loss: 1.7578 Epoch 1/1... Discriminator Loss: 0.6284... Generator Loss: 1.7113 Epoch 1/1... Discriminator Loss: 0.6930... Generator Loss: 1.7150 Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 0.7691 Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 1.0554
Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 0.9673 Epoch 1/1... Discriminator Loss: 0.7229... Generator Loss: 1.3000 Epoch 1/1... Discriminator Loss: 1.1503... Generator Loss: 0.6769 Epoch 1/1... Discriminator Loss: 0.8764... Generator Loss: 1.1000 Epoch 1/1... Discriminator Loss: 0.7357... Generator Loss: 1.6333 Epoch 1/1... Discriminator Loss: 0.7220... Generator Loss: 1.4053 Epoch 1/1... Discriminator Loss: 1.4588... Generator Loss: 0.4257 Epoch 1/1... Discriminator Loss: 0.6959... Generator Loss: 1.3335 Epoch 1/1... Discriminator Loss: 3.0028... Generator Loss: 0.0865 Epoch 1/1... Discriminator Loss: 0.9163... Generator Loss: 0.8596
Epoch 1/1... Discriminator Loss: 0.8655... Generator Loss: 1.6843 Epoch 1/1... Discriminator Loss: 0.7657... Generator Loss: 1.8285 Epoch 1/1... Discriminator Loss: 0.7121... Generator Loss: 1.6799 Epoch 1/1... Discriminator Loss: 0.5961... Generator Loss: 2.1244 Epoch 1/1... Discriminator Loss: 0.6880... Generator Loss: 1.3284 Epoch 1/1... Discriminator Loss: 0.7819... Generator Loss: 1.1719 Epoch 1/1... Discriminator Loss: 0.7162... Generator Loss: 1.2669 Epoch 1/1... Discriminator Loss: 0.6974... Generator Loss: 1.9091 Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.6352 Epoch 1/1... Discriminator Loss: 1.4536... Generator Loss: 0.4694
Epoch 1/1... Discriminator Loss: 1.3114... Generator Loss: 0.5612 Epoch 1/1... Discriminator Loss: 0.6385... Generator Loss: 2.0675 Epoch 1/1... Discriminator Loss: 1.0261... Generator Loss: 0.8137 Epoch 1/1... Discriminator Loss: 1.1808... Generator Loss: 0.6265 Epoch 1/1... Discriminator Loss: 0.8528... Generator Loss: 1.1531 Epoch 1/1... Discriminator Loss: 1.2407... Generator Loss: 0.5370 Epoch 1/1... Discriminator Loss: 0.8046... Generator Loss: 1.9265 Epoch 1/1... Discriminator Loss: 0.7970... Generator Loss: 1.3075 Epoch 1/1... Discriminator Loss: 0.7370... Generator Loss: 1.6127 Epoch 1/1... Discriminator Loss: 0.9191... Generator Loss: 0.9527
Epoch 1/1... Discriminator Loss: 0.8556... Generator Loss: 0.9703 Epoch 1/1... Discriminator Loss: 1.2680... Generator Loss: 0.6799 Epoch 1/1... Discriminator Loss: 1.0776... Generator Loss: 0.7675 Epoch 1/1... Discriminator Loss: 0.8465... Generator Loss: 1.0682 Epoch 1/1... Discriminator Loss: 1.9198... Generator Loss: 0.3239 Epoch 1/1... Discriminator Loss: 1.2172... Generator Loss: 0.6143 Epoch 1/1... Discriminator Loss: 0.5633... Generator Loss: 2.5734 Epoch 1/1... Discriminator Loss: 0.9810... Generator Loss: 0.8733 Epoch 1/1... Discriminator Loss: 0.6272... Generator Loss: 1.5400 Epoch 1/1... Discriminator Loss: 1.2018... Generator Loss: 0.6548
Epoch 1/1... Discriminator Loss: 0.9255... Generator Loss: 1.6724 Epoch 1/1... Discriminator Loss: 0.6745... Generator Loss: 1.4336 Epoch 1/1... Discriminator Loss: 0.8920... Generator Loss: 2.2817 Epoch 1/1... Discriminator Loss: 0.9254... Generator Loss: 0.9688 Epoch 1/1... Discriminator Loss: 1.2166... Generator Loss: 0.6409 Epoch 1/1... Discriminator Loss: 1.5445... Generator Loss: 0.3864 Epoch 1/1... Discriminator Loss: 1.4279... Generator Loss: 0.4716 Epoch 1/1... Discriminator Loss: 0.7231... Generator Loss: 1.3596 Epoch 1/1... Discriminator Loss: 0.6816... Generator Loss: 1.4453 Epoch 1/1... Discriminator Loss: 0.3835... Generator Loss: 3.0243
Epoch 1/1... Discriminator Loss: 1.2775... Generator Loss: 0.5819 Epoch 1/1... Discriminator Loss: 1.3945... Generator Loss: 0.4875 Epoch 1/1... Discriminator Loss: 1.0910... Generator Loss: 0.8035 Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.5316 Epoch 1/1... Discriminator Loss: 0.6504... Generator Loss: 1.4641 Epoch 1/1... Discriminator Loss: 0.7348... Generator Loss: 1.3346 Epoch 1/1... Discriminator Loss: 1.3981... Generator Loss: 0.6213 Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 2.0420 Epoch 1/1... Discriminator Loss: 2.5447... Generator Loss: 0.1384 Epoch 1/1... Discriminator Loss: 1.3270... Generator Loss: 0.5379
Epoch 1/1... Discriminator Loss: 1.3222... Generator Loss: 0.5209 Epoch 1/1... Discriminator Loss: 1.8778... Generator Loss: 0.2725 Epoch 1/1... Discriminator Loss: 0.8391... Generator Loss: 1.0134 Epoch 1/1... Discriminator Loss: 0.7507... Generator Loss: 1.4683 Epoch 1/1... Discriminator Loss: 0.9936... Generator Loss: 1.9153 Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.7975 Epoch 1/1... Discriminator Loss: 0.7177... Generator Loss: 1.8034 Epoch 1/1... Discriminator Loss: 0.6948... Generator Loss: 1.9211 Epoch 1/1... Discriminator Loss: 1.1727... Generator Loss: 0.7884 Epoch 1/1... Discriminator Loss: 0.8807... Generator Loss: 1.1318
Epoch 1/1... Discriminator Loss: 1.5105... Generator Loss: 0.4640 Epoch 1/1... Discriminator Loss: 0.6118... Generator Loss: 1.8752 Epoch 1/1... Discriminator Loss: 1.0165... Generator Loss: 0.7447 Epoch 1/1... Discriminator Loss: 0.7209... Generator Loss: 1.3261 Epoch 1/1... Discriminator Loss: 0.7885... Generator Loss: 2.4870 Epoch 1/1... Discriminator Loss: 0.6804... Generator Loss: 1.5348 Epoch 1/1... Discriminator Loss: 0.7069... Generator Loss: 1.2433 Epoch 1/1... Discriminator Loss: 0.8226... Generator Loss: 2.0684 Epoch 1/1... Discriminator Loss: 0.8750... Generator Loss: 0.9956 Epoch 1/1... Discriminator Loss: 0.9049... Generator Loss: 1.0034
Epoch 1/1... Discriminator Loss: 1.7690... Generator Loss: 0.3103 Epoch 1/1... Discriminator Loss: 1.0157... Generator Loss: 0.8452 Epoch 1/1... Discriminator Loss: 0.7942... Generator Loss: 1.1637 Epoch 1/1... Discriminator Loss: 0.7867... Generator Loss: 1.3549 Epoch 1/1... Discriminator Loss: 0.7404... Generator Loss: 1.2650 Epoch 1/1... Discriminator Loss: 1.2037... Generator Loss: 2.1649 Epoch 1/1... Discriminator Loss: 0.9676... Generator Loss: 0.8840 Epoch 1/1... Discriminator Loss: 0.8437... Generator Loss: 1.1352 Epoch 1/1... Discriminator Loss: 1.1310... Generator Loss: 0.6586 Epoch 1/1... Discriminator Loss: 1.0600... Generator Loss: 0.7009
Epoch 1/1... Discriminator Loss: 1.6587... Generator Loss: 0.3312 Epoch 1/1... Discriminator Loss: 0.8191... Generator Loss: 1.0864 Epoch 1/1... Discriminator Loss: 1.0130... Generator Loss: 0.7921 Epoch 1/1... Discriminator Loss: 0.7805... Generator Loss: 1.1176 Epoch 1/1... Discriminator Loss: 0.8186... Generator Loss: 1.0634 Epoch 1/1... Discriminator Loss: 0.7632... Generator Loss: 1.2324 Epoch 1/1... Discriminator Loss: 0.9258... Generator Loss: 1.3539 Epoch 1/1... Discriminator Loss: 0.7744... Generator Loss: 1.5642 Epoch 1/1... Discriminator Loss: 0.8233... Generator Loss: 1.3559 Epoch 1/1... Discriminator Loss: 0.7046... Generator Loss: 2.5846
Epoch 1/1... Discriminator Loss: 0.8745... Generator Loss: 1.7354 Epoch 1/1... Discriminator Loss: 0.7367... Generator Loss: 1.2325 Epoch 1/1... Discriminator Loss: 0.6671... Generator Loss: 1.8998 Epoch 1/1... Discriminator Loss: 0.8770... Generator Loss: 0.9917 Epoch 1/1... Discriminator Loss: 1.8532... Generator Loss: 0.3243 Epoch 1/1... Discriminator Loss: 0.9381... Generator Loss: 0.9599 Epoch 1/1... Discriminator Loss: 1.6296... Generator Loss: 0.4164 Epoch 1/1... Discriminator Loss: 0.8355... Generator Loss: 1.4908 Epoch 1/1... Discriminator Loss: 1.1305... Generator Loss: 0.6629 Epoch 1/1... Discriminator Loss: 1.2733... Generator Loss: 0.5634
Epoch 1/1... Discriminator Loss: 0.7336... Generator Loss: 1.4352 Epoch 1/1... Discriminator Loss: 1.0115... Generator Loss: 0.9639 Epoch 1/1... Discriminator Loss: 1.1327... Generator Loss: 0.8420 Epoch 1/1... Discriminator Loss: 0.7899... Generator Loss: 1.3859 Epoch 1/1... Discriminator Loss: 0.7565... Generator Loss: 1.3682 Epoch 1/1... Discriminator Loss: 0.4892... Generator Loss: 1.9239 Epoch 1/1... Discriminator Loss: 0.8100... Generator Loss: 1.2082 Epoch 1/1... Discriminator Loss: 0.9137... Generator Loss: 1.0813 Epoch 1/1... Discriminator Loss: 1.0228... Generator Loss: 0.8110 Epoch 1/1... Discriminator Loss: 0.8199... Generator Loss: 2.1372
Epoch 1/1... Discriminator Loss: 1.5376... Generator Loss: 0.4024 Epoch 1/1... Discriminator Loss: 0.7950... Generator Loss: 1.1012 Epoch 1/1... Discriminator Loss: 0.6961... Generator Loss: 1.3069 Epoch 1/1... Discriminator Loss: 1.6179... Generator Loss: 0.4954 Epoch 1/1... Discriminator Loss: 0.8004... Generator Loss: 1.4488 Epoch 1/1... Discriminator Loss: 0.8823... Generator Loss: 0.9705 Epoch 1/1... Discriminator Loss: 0.8285... Generator Loss: 1.1165 Epoch 1/1... Discriminator Loss: 1.2316... Generator Loss: 0.6347 Epoch 1/1... Discriminator Loss: 1.1744... Generator Loss: 0.6236 Epoch 1/1... Discriminator Loss: 1.4868... Generator Loss: 0.4645
Epoch 1/1... Discriminator Loss: 0.9266... Generator Loss: 0.9303 Epoch 1/1... Discriminator Loss: 0.8001... Generator Loss: 1.3053 Epoch 1/1... Discriminator Loss: 0.7369... Generator Loss: 1.1631 Epoch 1/1... Discriminator Loss: 0.8752... Generator Loss: 3.3265 Epoch 1/1... Discriminator Loss: 0.6593... Generator Loss: 1.4659 Epoch 1/1... Discriminator Loss: 0.6190... Generator Loss: 1.8479 Epoch 1/1... Discriminator Loss: 0.6489... Generator Loss: 1.5225 Epoch 1/1... Discriminator Loss: 0.8385... Generator Loss: 1.3106 Epoch 1/1... Discriminator Loss: 0.9541... Generator Loss: 1.5844 Epoch 1/1... Discriminator Loss: 0.4838... Generator Loss: 2.1638
Epoch 1/1... Discriminator Loss: 0.7835... Generator Loss: 1.2544 Epoch 1/1... Discriminator Loss: 0.8596... Generator Loss: 1.0591 Epoch 1/1... Discriminator Loss: 0.9401... Generator Loss: 1.3092 Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 0.8218 Epoch 1/1... Discriminator Loss: 1.0810... Generator Loss: 0.6782 Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.6537 Epoch 1/1... Discriminator Loss: 1.2289... Generator Loss: 0.6528 Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 0.9839 Epoch 1/1... Discriminator Loss: 0.8303... Generator Loss: 1.0896 Epoch 1/1... Discriminator Loss: 0.5127... Generator Loss: 2.4838
Epoch 1/1... Discriminator Loss: 0.7420... Generator Loss: 1.5862 Epoch 1/1... Discriminator Loss: 1.4872... Generator Loss: 0.4400 Epoch 1/1... Discriminator Loss: 1.2593... Generator Loss: 0.6615 Epoch 1/1... Discriminator Loss: 0.7752... Generator Loss: 1.3933 Epoch 1/1... Discriminator Loss: 0.7417... Generator Loss: 1.2986 Epoch 1/1... Discriminator Loss: 0.7367... Generator Loss: 1.2185 Epoch 1/1... Discriminator Loss: 0.6409... Generator Loss: 1.4851 Epoch 1/1... Discriminator Loss: 1.1457... Generator Loss: 0.8466 Epoch 1/1... Discriminator Loss: 1.1307... Generator Loss: 0.7029 Epoch 1/1... Discriminator Loss: 1.0645... Generator Loss: 0.7393
Epoch 1/1... Discriminator Loss: 0.6674... Generator Loss: 1.4547 Epoch 1/1... Discriminator Loss: 0.9115... Generator Loss: 1.0197 Epoch 1/1... Discriminator Loss: 0.8763... Generator Loss: 1.1728 Epoch 1/1... Discriminator Loss: 0.8619... Generator Loss: 1.4469 Epoch 1/1... Discriminator Loss: 0.7252... Generator Loss: 1.6456 Epoch 1/1... Discriminator Loss: 1.2574... Generator Loss: 3.0211 Epoch 1/1... Discriminator Loss: 1.0237... Generator Loss: 0.8508 Epoch 1/1... Discriminator Loss: 0.4830... Generator Loss: 2.2126 Epoch 1/1... Discriminator Loss: 0.9772... Generator Loss: 0.7951 Epoch 1/1... Discriminator Loss: 0.8207... Generator Loss: 1.5372
Epoch 1/1... Discriminator Loss: 0.7524... Generator Loss: 1.4269 Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.7679 Epoch 1/1... Discriminator Loss: 0.7500... Generator Loss: 1.8320 Epoch 1/1... Discriminator Loss: 0.9642... Generator Loss: 2.0079 Epoch 1/1... Discriminator Loss: 1.0668... Generator Loss: 0.7164 Epoch 1/1... Discriminator Loss: 0.8435... Generator Loss: 1.2987 Epoch 1/1... Discriminator Loss: 0.6848... Generator Loss: 1.3067 Epoch 1/1... Discriminator Loss: 0.6385... Generator Loss: 2.0279 Epoch 1/1... Discriminator Loss: 0.6776... Generator Loss: 1.8929 Epoch 1/1... Discriminator Loss: 1.3004... Generator Loss: 0.5627
Epoch 1/1... Discriminator Loss: 2.2784... Generator Loss: 0.1674 Epoch 1/1... Discriminator Loss: 0.8670... Generator Loss: 1.1355 Epoch 1/1... Discriminator Loss: 1.4515... Generator Loss: 0.4297 Epoch 1/1... Discriminator Loss: 0.6495... Generator Loss: 1.5479 Epoch 1/1... Discriminator Loss: 0.7706... Generator Loss: 1.2749 Epoch 1/1... Discriminator Loss: 1.2422... Generator Loss: 0.5945 Epoch 1/1... Discriminator Loss: 1.0063... Generator Loss: 0.8671 Epoch 1/1... Discriminator Loss: 0.9084... Generator Loss: 0.9130 Epoch 1/1... Discriminator Loss: 1.4456... Generator Loss: 0.4762 Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 0.9381
Epoch 1/1... Discriminator Loss: 0.6959... Generator Loss: 1.9785 Epoch 1/1... Discriminator Loss: 0.6405... Generator Loss: 2.3256 Epoch 1/1... Discriminator Loss: 0.5556... Generator Loss: 2.1018 Epoch 1/1... Discriminator Loss: 0.7635... Generator Loss: 1.3021 Epoch 1/1... Discriminator Loss: 2.1119... Generator Loss: 0.2088 Epoch 1/1... Discriminator Loss: 0.9429... Generator Loss: 0.8712 Epoch 1/1... Discriminator Loss: 1.0502... Generator Loss: 0.8160 Epoch 1/1... Discriminator Loss: 0.6234... Generator Loss: 1.6533 Epoch 1/1... Discriminator Loss: 1.3139... Generator Loss: 0.5253 Epoch 1/1... Discriminator Loss: 1.4977... Generator Loss: 0.4364
Epoch 1/1... Discriminator Loss: 1.1454... Generator Loss: 0.6372 Epoch 1/1... Discriminator Loss: 0.7552... Generator Loss: 1.3508 Epoch 1/1... Discriminator Loss: 1.0344... Generator Loss: 0.7734 Epoch 1/1... Discriminator Loss: 0.9139... Generator Loss: 1.9831 Epoch 1/1... Discriminator Loss: 1.1594... Generator Loss: 0.6567 Epoch 1/1... Discriminator Loss: 0.6585... Generator Loss: 1.4713 Epoch 1/1... Discriminator Loss: 1.6978... Generator Loss: 0.3961 Epoch 1/1... Discriminator Loss: 0.9244... Generator Loss: 0.8483 Epoch 1/1... Discriminator Loss: 1.6497... Generator Loss: 0.4361 Epoch 1/1... Discriminator Loss: 1.0228... Generator Loss: 1.4206
Epoch 1/1... Discriminator Loss: 1.1429... Generator Loss: 0.8962 Epoch 1/1... Discriminator Loss: 0.9528... Generator Loss: 1.5853 Epoch 1/1... Discriminator Loss: 1.4819... Generator Loss: 0.5490 Epoch 1/1... Discriminator Loss: 0.9589... Generator Loss: 0.9578 Epoch 1/1... Discriminator Loss: 0.9701... Generator Loss: 2.2861 Epoch 1/1... Discriminator Loss: 0.7140... Generator Loss: 1.4658 Epoch 1/1... Discriminator Loss: 0.7760... Generator Loss: 1.2392 Epoch 1/1... Discriminator Loss: 0.9286... Generator Loss: 0.8488 Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.6084 Epoch 1/1... Discriminator Loss: 0.6931... Generator Loss: 1.6463
Epoch 1/1... Discriminator Loss: 0.8776... Generator Loss: 0.9985 Epoch 1/1... Discriminator Loss: 1.0600... Generator Loss: 0.7391 Epoch 1/1... Discriminator Loss: 1.1039... Generator Loss: 0.6565 Epoch 1/1... Discriminator Loss: 0.5846... Generator Loss: 1.8100 Epoch 1/1... Discriminator Loss: 0.9736... Generator Loss: 0.9191 Epoch 1/1... Discriminator Loss: 1.2926... Generator Loss: 0.6779 Epoch 1/1... Discriminator Loss: 0.8971... Generator Loss: 1.0557 Epoch 1/1... Discriminator Loss: 0.5380... Generator Loss: 2.3140 Epoch 1/1... Discriminator Loss: 0.8574... Generator Loss: 1.0031 Epoch 1/1... Discriminator Loss: 0.5198... Generator Loss: 2.2436
Epoch 1/1... Discriminator Loss: 0.6573... Generator Loss: 1.5852 Epoch 1/1... Discriminator Loss: 0.9288... Generator Loss: 1.6400 Epoch 1/1... Discriminator Loss: 1.5976... Generator Loss: 2.9317 Epoch 1/1... Discriminator Loss: 0.9680... Generator Loss: 0.8542 Epoch 1/1... Discriminator Loss: 1.7843... Generator Loss: 0.3048 Epoch 1/1... Discriminator Loss: 1.1432... Generator Loss: 0.6586 Epoch 1/1... Discriminator Loss: 0.9780... Generator Loss: 0.9032 Epoch 1/1... Discriminator Loss: 1.0299... Generator Loss: 0.8308 Epoch 1/1... Discriminator Loss: 0.9460... Generator Loss: 0.9166 Epoch 1/1... Discriminator Loss: 0.8696... Generator Loss: 0.9895
Epoch 1/1... Discriminator Loss: 1.2283... Generator Loss: 0.5784 Epoch 1/1... Discriminator Loss: 1.3472... Generator Loss: 0.5870 Epoch 1/1... Discriminator Loss: 0.8144... Generator Loss: 1.4347 Epoch 1/1... Discriminator Loss: 2.9699... Generator Loss: 0.0935 Epoch 1/1... Discriminator Loss: 0.9542... Generator Loss: 0.8545 Epoch 1/1... Discriminator Loss: 1.7031... Generator Loss: 0.3606 Epoch 1/1... Discriminator Loss: 0.7942... Generator Loss: 1.4738 Epoch 1/1... Discriminator Loss: 0.6338... Generator Loss: 1.6519 Epoch 1/1... Discriminator Loss: 0.8030... Generator Loss: 1.4171 Epoch 1/1... Discriminator Loss: 1.0830... Generator Loss: 0.6800
Epoch 1/1... Discriminator Loss: 1.0014... Generator Loss: 0.9410 Epoch 1/1... Discriminator Loss: 0.8973... Generator Loss: 1.0863 Epoch 1/1... Discriminator Loss: 0.7787... Generator Loss: 1.4259 Epoch 1/1... Discriminator Loss: 1.2476... Generator Loss: 0.7758 Epoch 1/1... Discriminator Loss: 0.8162... Generator Loss: 1.1456 Epoch 1/1... Discriminator Loss: 1.2539... Generator Loss: 0.5736 Epoch 1/1... Discriminator Loss: 0.8386... Generator Loss: 1.0052 Epoch 1/1... Discriminator Loss: 0.6063... Generator Loss: 2.4578 Epoch 1/1... Discriminator Loss: 0.7017... Generator Loss: 1.7000 Epoch 1/1... Discriminator Loss: 1.0540... Generator Loss: 0.8150
Epoch 1/1... Discriminator Loss: 0.7735... Generator Loss: 1.2731 Epoch 1/1... Discriminator Loss: 0.9818... Generator Loss: 0.7640 Epoch 1/1... Discriminator Loss: 1.1979... Generator Loss: 0.6441 Epoch 1/1... Discriminator Loss: 0.8511... Generator Loss: 1.2461 Epoch 1/1... Discriminator Loss: 0.7288... Generator Loss: 1.3005 Epoch 1/1... Discriminator Loss: 1.2130... Generator Loss: 0.6070 Epoch 1/1... Discriminator Loss: 0.6306... Generator Loss: 1.8584 Epoch 1/1... Discriminator Loss: 0.9032... Generator Loss: 0.8863 Epoch 1/1... Discriminator Loss: 0.6087... Generator Loss: 1.7085 Epoch 1/1... Discriminator Loss: 1.2633... Generator Loss: 0.6280
Epoch 1/1... Discriminator Loss: 0.9544... Generator Loss: 0.9589 Epoch 1/1... Discriminator Loss: 0.7094... Generator Loss: 1.3137 Epoch 1/1... Discriminator Loss: 0.7981... Generator Loss: 2.5003 Epoch 1/1... Discriminator Loss: 0.9596... Generator Loss: 0.8551 Epoch 1/1... Discriminator Loss: 0.6428... Generator Loss: 2.5551 Epoch 1/1... Discriminator Loss: 0.9447... Generator Loss: 0.8874 Epoch 1/1... Discriminator Loss: 0.7764... Generator Loss: 1.4138 Epoch 1/1... Discriminator Loss: 0.7522... Generator Loss: 1.1142 Epoch 1/1... Discriminator Loss: 1.3040... Generator Loss: 0.5155 Epoch 1/1... Discriminator Loss: 1.0304... Generator Loss: 0.8225
Epoch 1/1... Discriminator Loss: 1.1564... Generator Loss: 0.7129 Epoch 1/1... Discriminator Loss: 1.1823... Generator Loss: 0.6556 Epoch 1/1... Discriminator Loss: 1.0223... Generator Loss: 0.7742 Epoch 1/1... Discriminator Loss: 1.0672... Generator Loss: 0.7405 Epoch 1/1... Discriminator Loss: 0.6988... Generator Loss: 1.3852 Epoch 1/1... Discriminator Loss: 0.7717... Generator Loss: 1.2599 Epoch 1/1... Discriminator Loss: 0.7689... Generator Loss: 1.1830 Epoch 1/1... Discriminator Loss: 1.2473... Generator Loss: 0.5385 Epoch 1/1... Discriminator Loss: 0.9126... Generator Loss: 0.9310 Epoch 1/1... Discriminator Loss: 0.5554... Generator Loss: 2.4821
Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 2.0086 Epoch 1/1... Discriminator Loss: 1.0090... Generator Loss: 0.8268 Epoch 1/1... Discriminator Loss: 1.5377... Generator Loss: 0.4091 Epoch 1/1... Discriminator Loss: 0.8282... Generator Loss: 1.0480 Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 0.9368 Epoch 1/1... Discriminator Loss: 1.1204... Generator Loss: 0.7397 Epoch 1/1... Discriminator Loss: 0.8254... Generator Loss: 1.2976 Epoch 1/1... Discriminator Loss: 0.6994... Generator Loss: 1.2711 Epoch 1/1... Discriminator Loss: 1.5636... Generator Loss: 0.3980 Epoch 1/1... Discriminator Loss: 1.5117... Generator Loss: 0.3997
Epoch 1/1... Discriminator Loss: 0.4780... Generator Loss: 2.2645 Epoch 1/1... Discriminator Loss: 1.7443... Generator Loss: 0.3168 Epoch 1/1... Discriminator Loss: 0.7437... Generator Loss: 1.5891 Epoch 1/1... Discriminator Loss: 1.3152... Generator Loss: 0.5589 Epoch 1/1... Discriminator Loss: 1.0558... Generator Loss: 0.7713 Epoch 1/1... Discriminator Loss: 0.9394... Generator Loss: 0.8809 Epoch 1/1... Discriminator Loss: 1.2109... Generator Loss: 0.6551 Epoch 1/1... Discriminator Loss: 0.6105... Generator Loss: 1.7189 Epoch 1/1... Discriminator Loss: 1.2158... Generator Loss: 0.6167 Epoch 1/1... Discriminator Loss: 0.6992... Generator Loss: 1.8279
Epoch 1/1... Discriminator Loss: 1.3089... Generator Loss: 0.5565 Epoch 1/1... Discriminator Loss: 0.7591... Generator Loss: 1.3320 Epoch 1/1... Discriminator Loss: 0.8137... Generator Loss: 1.0491 Epoch 1/1... Discriminator Loss: 0.7415... Generator Loss: 1.1542 Epoch 1/1... Discriminator Loss: 1.5421... Generator Loss: 0.4057 Epoch 1/1... Discriminator Loss: 0.8553... Generator Loss: 1.5004 Epoch 1/1... Discriminator Loss: 1.2685... Generator Loss: 0.5975 Epoch 1/1... Discriminator Loss: 1.0004... Generator Loss: 0.9254 Epoch 1/1... Discriminator Loss: 1.0786... Generator Loss: 0.7397 Epoch 1/1... Discriminator Loss: 0.7475... Generator Loss: 2.4578
Epoch 1/1... Discriminator Loss: 0.6643... Generator Loss: 2.2135 Epoch 1/1... Discriminator Loss: 0.7674... Generator Loss: 1.3581 Epoch 1/1... Discriminator Loss: 0.8313... Generator Loss: 1.0642 Epoch 1/1... Discriminator Loss: 1.5160... Generator Loss: 0.4117 Epoch 1/1... Discriminator Loss: 0.8985... Generator Loss: 1.1004 Epoch 1/1... Discriminator Loss: 1.2818... Generator Loss: 0.5533 Epoch 1/1... Discriminator Loss: 0.9068... Generator Loss: 0.9552 Epoch 1/1... Discriminator Loss: 0.9793... Generator Loss: 0.9519 Epoch 1/1... Discriminator Loss: 2.2853... Generator Loss: 0.2222 Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 1.6786
Epoch 1/1... Discriminator Loss: 1.4293... Generator Loss: 0.4701 Epoch 1/1... Discriminator Loss: 1.0548... Generator Loss: 0.7552 Epoch 1/1... Discriminator Loss: 0.8334... Generator Loss: 1.1200 Epoch 1/1... Discriminator Loss: 1.1887... Generator Loss: 0.6047 Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 0.7998 Epoch 1/1... Discriminator Loss: 1.2658... Generator Loss: 0.6566 Epoch 1/1... Discriminator Loss: 1.5286... Generator Loss: 0.4221 Epoch 1/1... Discriminator Loss: 1.5051... Generator Loss: 0.3967 Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.6747 Epoch 1/1... Discriminator Loss: 0.7685... Generator Loss: 1.2219
Epoch 1/1... Discriminator Loss: 1.4456... Generator Loss: 0.5108 Epoch 1/1... Discriminator Loss: 1.0498... Generator Loss: 0.8211 Epoch 1/1... Discriminator Loss: 1.4432... Generator Loss: 0.4242 Epoch 1/1... Discriminator Loss: 0.5730... Generator Loss: 1.8616 Epoch 1/1... Discriminator Loss: 1.1178... Generator Loss: 0.6963 Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 0.8144 Epoch 1/1... Discriminator Loss: 0.8185... Generator Loss: 1.1990 Epoch 1/1... Discriminator Loss: 1.4163... Generator Loss: 0.4532 Epoch 1/1... Discriminator Loss: 0.7378... Generator Loss: 1.3714 Epoch 1/1... Discriminator Loss: 0.7524... Generator Loss: 1.1990
Epoch 1/1... Discriminator Loss: 0.6690... Generator Loss: 2.6639 Epoch 1/1... Discriminator Loss: 1.8265... Generator Loss: 0.3474 Epoch 1/1... Discriminator Loss: 0.7787... Generator Loss: 1.2330 Epoch 1/1... Discriminator Loss: 0.8733... Generator Loss: 0.9739 Epoch 1/1... Discriminator Loss: 0.6859... Generator Loss: 1.9407 Epoch 1/1... Discriminator Loss: 0.6393... Generator Loss: 1.6903 Epoch 1/1... Discriminator Loss: 1.3737... Generator Loss: 0.4753 Epoch 1/1... Discriminator Loss: 0.7141... Generator Loss: 1.3915 Epoch 1/1... Discriminator Loss: 0.9862... Generator Loss: 0.8936 Epoch 1/1... Discriminator Loss: 0.8315... Generator Loss: 1.0001
Epoch 1/1... Discriminator Loss: 0.7994... Generator Loss: 1.6560 Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.5040 Epoch 1/1... Discriminator Loss: 0.6869... Generator Loss: 1.4261 Epoch 1/1... Discriminator Loss: 0.6333... Generator Loss: 1.5970 Epoch 1/1... Discriminator Loss: 1.1555... Generator Loss: 0.9021 Epoch 1/1... Discriminator Loss: 0.9991... Generator Loss: 0.7842 Epoch 1/1... Discriminator Loss: 1.4274... Generator Loss: 0.4594 Epoch 1/1... Discriminator Loss: 1.3324... Generator Loss: 0.5835 Epoch 1/1... Discriminator Loss: 0.5025... Generator Loss: 2.0991 Epoch 1/1... Discriminator Loss: 0.6542... Generator Loss: 1.8362
Epoch 1/1... Discriminator Loss: 0.8185... Generator Loss: 1.1345 Epoch 1/1... Discriminator Loss: 1.4449... Generator Loss: 0.5061 Epoch 1/1... Discriminator Loss: 0.6638... Generator Loss: 1.3487 Epoch 1/1... Discriminator Loss: 1.6762... Generator Loss: 0.3689 Epoch 1/1... Discriminator Loss: 1.2320... Generator Loss: 0.5720 Epoch 1/1... Discriminator Loss: 0.7686... Generator Loss: 1.7901 Epoch 1/1... Discriminator Loss: 1.0712... Generator Loss: 0.6891 Epoch 1/1... Discriminator Loss: 0.8525... Generator Loss: 1.0771 Epoch 1/1... Discriminator Loss: 0.7525... Generator Loss: 1.4488 Epoch 1/1... Discriminator Loss: 0.6680... Generator Loss: 2.5794
Epoch 1/1... Discriminator Loss: 1.8956... Generator Loss: 0.2584 Epoch 1/1... Discriminator Loss: 0.8932... Generator Loss: 0.9635 Epoch 1/1... Discriminator Loss: 0.8250... Generator Loss: 1.0478 Epoch 1/1... Discriminator Loss: 0.9253... Generator Loss: 0.8862 Epoch 1/1... Discriminator Loss: 0.6676... Generator Loss: 1.3922 Epoch 1/1... Discriminator Loss: 0.6097... Generator Loss: 2.0354 Epoch 1/1... Discriminator Loss: 0.8269... Generator Loss: 1.1916 Epoch 1/1... Discriminator Loss: 1.7848... Generator Loss: 3.1246 Epoch 1/1... Discriminator Loss: 0.8797... Generator Loss: 1.0602 Epoch 1/1... Discriminator Loss: 1.2465... Generator Loss: 0.5986
Epoch 1/1... Discriminator Loss: 1.0080... Generator Loss: 0.8238 Epoch 1/1... Discriminator Loss: 1.6068... Generator Loss: 0.3743 Epoch 1/1... Discriminator Loss: 0.7482... Generator Loss: 1.2323 Epoch 1/1... Discriminator Loss: 0.9547... Generator Loss: 0.8389 Epoch 1/1... Discriminator Loss: 1.2060... Generator Loss: 0.5766 Epoch 1/1... Discriminator Loss: 1.2330... Generator Loss: 0.5488 Epoch 1/1... Discriminator Loss: 0.8612... Generator Loss: 1.0441 Epoch 1/1... Discriminator Loss: 1.0986... Generator Loss: 0.7553 Epoch 1/1... Discriminator Loss: 1.1960... Generator Loss: 0.5669 Epoch 1/1... Discriminator Loss: 0.6445... Generator Loss: 1.7127
Epoch 1/1... Discriminator Loss: 1.1805... Generator Loss: 0.6157 Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 0.7354 Epoch 1/1... Discriminator Loss: 1.2432... Generator Loss: 0.5734 Epoch 1/1... Discriminator Loss: 1.8472... Generator Loss: 0.2898 Epoch 1/1... Discriminator Loss: 0.7931... Generator Loss: 1.4932 Epoch 1/1... Discriminator Loss: 1.1615... Generator Loss: 0.7777 Epoch 1/1... Discriminator Loss: 1.7721... Generator Loss: 0.3123 Epoch 1/1... Discriminator Loss: 0.5630... Generator Loss: 1.8074 Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 0.9248 Epoch 1/1... Discriminator Loss: 0.9809... Generator Loss: 0.8489
Epoch 1/1... Discriminator Loss: 1.2147... Generator Loss: 0.5792 Epoch 1/1... Discriminator Loss: 0.7517... Generator Loss: 1.3700 Epoch 1/1... Discriminator Loss: 0.8299... Generator Loss: 2.7694 Epoch 1/1... Discriminator Loss: 0.7871... Generator Loss: 1.4935 Epoch 1/1... Discriminator Loss: 1.2887... Generator Loss: 0.5572 Epoch 1/1... Discriminator Loss: 0.8128... Generator Loss: 1.2517 Epoch 1/1... Discriminator Loss: 0.6432... Generator Loss: 1.6944 Epoch 1/1... Discriminator Loss: 1.1455... Generator Loss: 0.6729 Epoch 1/1... Discriminator Loss: 0.7122... Generator Loss: 1.3015 Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 0.6768
Epoch 1/1... Discriminator Loss: 1.5508... Generator Loss: 0.4304 Epoch 1/1... Discriminator Loss: 1.0246... Generator Loss: 0.7435 Epoch 1/1... Discriminator Loss: 0.7782... Generator Loss: 2.1499 Epoch 1/1... Discriminator Loss: 1.5490... Generator Loss: 0.3989 Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.5729 Epoch 1/1... Discriminator Loss: 0.8994... Generator Loss: 1.0049 Epoch 1/1... Discriminator Loss: 1.3303... Generator Loss: 0.5891 Epoch 1/1... Discriminator Loss: 1.4677... Generator Loss: 0.4390 Epoch 1/1... Discriminator Loss: 0.7463... Generator Loss: 1.2993 Epoch 1/1... Discriminator Loss: 1.1437... Generator Loss: 0.6743
Epoch 1/1... Discriminator Loss: 1.5285... Generator Loss: 0.4823 Epoch 1/1... Discriminator Loss: 1.2524... Generator Loss: 0.5681 Epoch 1/1... Discriminator Loss: 1.0084... Generator Loss: 0.7629 Epoch 1/1... Discriminator Loss: 0.9480... Generator Loss: 0.8438 Epoch 1/1... Discriminator Loss: 1.0093... Generator Loss: 0.8550 Epoch 1/1... Discriminator Loss: 1.4291... Generator Loss: 0.5944 Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 0.8328 Epoch 1/1... Discriminator Loss: 1.4412... Generator Loss: 0.4332 Epoch 1/1... Discriminator Loss: 1.0479... Generator Loss: 0.7016 Epoch 1/1... Discriminator Loss: 1.2432... Generator Loss: 0.6057
Epoch 1/1... Discriminator Loss: 0.5763... Generator Loss: 1.8832 Epoch 1/1... Discriminator Loss: 0.8075... Generator Loss: 1.0939 Epoch 1/1... Discriminator Loss: 0.9825... Generator Loss: 1.9073 Epoch 1/1... Discriminator Loss: 0.7082... Generator Loss: 1.2998 Epoch 1/1... Discriminator Loss: 1.1724... Generator Loss: 0.8258 Epoch 1/1... Discriminator Loss: 1.0867... Generator Loss: 0.6422 Epoch 1/1... Discriminator Loss: 0.9065... Generator Loss: 0.8990 Epoch 1/1... Discriminator Loss: 1.2736... Generator Loss: 0.6005 Epoch 1/1... Discriminator Loss: 0.6967... Generator Loss: 2.0278 Epoch 1/1... Discriminator Loss: 0.7804... Generator Loss: 1.3924
Epoch 1/1... Discriminator Loss: 0.9877... Generator Loss: 0.8495 Epoch 1/1... Discriminator Loss: 1.1476... Generator Loss: 0.6479 Epoch 1/1... Discriminator Loss: 1.2110... Generator Loss: 0.6601 Epoch 1/1... Discriminator Loss: 1.0068... Generator Loss: 1.6516 Epoch 1/1... Discriminator Loss: 0.9335... Generator Loss: 1.4946 Epoch 1/1... Discriminator Loss: 0.7491... Generator Loss: 1.6071 Epoch 1/1... Discriminator Loss: 0.8348... Generator Loss: 1.0975 Epoch 1/1... Discriminator Loss: 0.9395... Generator Loss: 0.8654 Epoch 1/1... Discriminator Loss: 1.9627... Generator Loss: 0.2625 Epoch 1/1... Discriminator Loss: 1.2353... Generator Loss: 0.6064
Epoch 1/1... Discriminator Loss: 0.7407... Generator Loss: 1.6459 Epoch 1/1... Discriminator Loss: 0.7661... Generator Loss: 1.1815 Epoch 1/1... Discriminator Loss: 1.3704... Generator Loss: 0.5302 Epoch 1/1... Discriminator Loss: 0.6211... Generator Loss: 1.5820 Epoch 1/1... Discriminator Loss: 0.7750... Generator Loss: 1.4448 Epoch 1/1... Discriminator Loss: 0.7234... Generator Loss: 1.1841 Epoch 1/1... Discriminator Loss: 0.8207... Generator Loss: 1.1728 Epoch 1/1... Discriminator Loss: 0.8206... Generator Loss: 2.2690 Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 0.7933 Epoch 1/1... Discriminator Loss: 1.5849... Generator Loss: 0.3885
Epoch 1/1... Discriminator Loss: 0.9727... Generator Loss: 0.8302 Epoch 1/1... Discriminator Loss: 1.0180... Generator Loss: 0.8751 Epoch 1/1... Discriminator Loss: 0.9958... Generator Loss: 0.7893 Epoch 1/1... Discriminator Loss: 1.4594... Generator Loss: 0.4886 Epoch 1/1... Discriminator Loss: 1.5754... Generator Loss: 0.3842 Epoch 1/1... Discriminator Loss: 1.1191... Generator Loss: 0.7845 Epoch 1/1... Discriminator Loss: 1.2914... Generator Loss: 0.5610 Epoch 1/1... Discriminator Loss: 0.4877... Generator Loss: 3.0364 Epoch 1/1... Discriminator Loss: 1.1195... Generator Loss: 0.7242 Epoch 1/1... Discriminator Loss: 0.9466... Generator Loss: 0.9285
Epoch 1/1... Discriminator Loss: 0.7171... Generator Loss: 1.2436 Epoch 1/1... Discriminator Loss: 0.7937... Generator Loss: 1.9597 Epoch 1/1... Discriminator Loss: 0.8176... Generator Loss: 1.2629 Epoch 1/1... Discriminator Loss: 1.0720... Generator Loss: 0.6974 Epoch 1/1... Discriminator Loss: 1.0389... Generator Loss: 0.7690 Epoch 1/1... Discriminator Loss: 0.6403... Generator Loss: 1.6223 Epoch 1/1... Discriminator Loss: 0.8613... Generator Loss: 0.9877 Epoch 1/1... Discriminator Loss: 1.6256... Generator Loss: 0.4302 Epoch 1/1... Discriminator Loss: 1.5191... Generator Loss: 0.5601 Epoch 1/1... Discriminator Loss: 0.4530... Generator Loss: 2.6633
Epoch 1/1... Discriminator Loss: 1.0814... Generator Loss: 0.7553 Epoch 1/1... Discriminator Loss: 0.9478... Generator Loss: 2.0835 Epoch 1/1... Discriminator Loss: 2.3243... Generator Loss: 0.1736 Epoch 1/1... Discriminator Loss: 1.0688... Generator Loss: 0.7773 Epoch 1/1... Discriminator Loss: 1.1814... Generator Loss: 0.6863 Epoch 1/1... Discriminator Loss: 0.8841... Generator Loss: 1.0036 Epoch 1/1... Discriminator Loss: 1.0332... Generator Loss: 0.7590 Epoch 1/1... Discriminator Loss: 0.6804... Generator Loss: 1.3392 Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 1.6287 Epoch 1/1... Discriminator Loss: 0.9469... Generator Loss: 0.9443
Epoch 1/1... Discriminator Loss: 0.7317... Generator Loss: 1.2346 Epoch 1/1... Discriminator Loss: 1.2769... Generator Loss: 0.5865 Epoch 1/1... Discriminator Loss: 0.9622... Generator Loss: 0.9194 Epoch 1/1... Discriminator Loss: 1.3530... Generator Loss: 0.4754 Epoch 1/1... Discriminator Loss: 0.6828... Generator Loss: 1.3901 Epoch 1/1... Discriminator Loss: 0.8946... Generator Loss: 1.0537 Epoch 1/1... Discriminator Loss: 1.0039... Generator Loss: 0.8257 Epoch 1/1... Discriminator Loss: 1.2336... Generator Loss: 0.5723 Epoch 1/1... Discriminator Loss: 0.5918... Generator Loss: 2.5724 Epoch 1/1... Discriminator Loss: 0.7904... Generator Loss: 1.1016
Epoch 1/1... Discriminator Loss: 0.8952... Generator Loss: 0.9942 Epoch 1/1... Discriminator Loss: 0.9334... Generator Loss: 2.3007 Epoch 1/1... Discriminator Loss: 1.5184... Generator Loss: 0.5046 Epoch 1/1... Discriminator Loss: 1.2272... Generator Loss: 0.7279 Epoch 1/1... Discriminator Loss: 0.7874... Generator Loss: 1.2902 Epoch 1/1... Discriminator Loss: 1.5058... Generator Loss: 0.4863 Epoch 1/1... Discriminator Loss: 1.0726... Generator Loss: 0.7435 Epoch 1/1... Discriminator Loss: 0.9534... Generator Loss: 0.8605 Epoch 1/1... Discriminator Loss: 0.9956... Generator Loss: 0.7663 Epoch 1/1... Discriminator Loss: 0.9630... Generator Loss: 0.8313
Epoch 1/1... Discriminator Loss: 1.4837... Generator Loss: 0.4335 Epoch 1/1... Discriminator Loss: 1.5491... Generator Loss: 0.3783 Epoch 1/1... Discriminator Loss: 1.7089... Generator Loss: 0.3525 Epoch 1/1... Discriminator Loss: 0.9005... Generator Loss: 1.0770 Epoch 1/1... Discriminator Loss: 0.7161... Generator Loss: 1.3496 Epoch 1/1... Discriminator Loss: 0.7712... Generator Loss: 2.2223 Epoch 1/1... Discriminator Loss: 0.9673... Generator Loss: 0.8669 Epoch 1/1... Discriminator Loss: 0.8887... Generator Loss: 0.9376 Epoch 1/1... Discriminator Loss: 1.2504... Generator Loss: 0.6068 Epoch 1/1... Discriminator Loss: 1.6583... Generator Loss: 0.4062
Epoch 1/1... Discriminator Loss: 1.4179... Generator Loss: 0.4522 Epoch 1/1... Discriminator Loss: 0.9950... Generator Loss: 0.8574 Epoch 1/1... Discriminator Loss: 1.0696... Generator Loss: 0.7171 Epoch 1/1... Discriminator Loss: 0.7788... Generator Loss: 1.2597 Epoch 1/1... Discriminator Loss: 1.3283... Generator Loss: 0.5074 Epoch 1/1... Discriminator Loss: 1.1920... Generator Loss: 0.6577 Epoch 1/1... Discriminator Loss: 1.4014... Generator Loss: 0.4728 Epoch 1/1... Discriminator Loss: 0.6318... Generator Loss: 1.9301 Epoch 1/1... Discriminator Loss: 1.3203... Generator Loss: 0.5218 Epoch 1/1... Discriminator Loss: 0.8362... Generator Loss: 1.0389
Epoch 1/1... Discriminator Loss: 0.8632... Generator Loss: 0.9506 Epoch 1/1... Discriminator Loss: 0.6602... Generator Loss: 1.4830 Epoch 1/1... Discriminator Loss: 0.8801... Generator Loss: 1.0069 Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 0.8789 Epoch 1/1... Discriminator Loss: 0.7311... Generator Loss: 1.4121 Epoch 1/1... Discriminator Loss: 1.9360... Generator Loss: 0.3219 Epoch 1/1... Discriminator Loss: 1.0426... Generator Loss: 0.7589 Epoch 1/1... Discriminator Loss: 1.2348... Generator Loss: 0.7178 Epoch 1/1... Discriminator Loss: 0.7657... Generator Loss: 1.8198 Epoch 1/1... Discriminator Loss: 0.9420... Generator Loss: 1.1101
Epoch 1/1... Discriminator Loss: 0.8614... Generator Loss: 1.0861 Epoch 1/1... Discriminator Loss: 0.6699... Generator Loss: 1.6339 Epoch 1/1... Discriminator Loss: 1.0861... Generator Loss: 0.6821 Epoch 1/1... Discriminator Loss: 1.2182... Generator Loss: 0.5934 Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 0.8258 Epoch 1/1... Discriminator Loss: 2.6479... Generator Loss: 0.1389 Epoch 1/1... Discriminator Loss: 1.0490... Generator Loss: 0.8258 Epoch 1/1... Discriminator Loss: 0.9403... Generator Loss: 1.3825 Epoch 1/1... Discriminator Loss: 1.1775... Generator Loss: 0.6497 Epoch 1/1... Discriminator Loss: 0.6520... Generator Loss: 1.6457
Epoch 1/1... Discriminator Loss: 1.2838... Generator Loss: 0.5321 Epoch 1/1... Discriminator Loss: 1.0622... Generator Loss: 0.7016 Epoch 1/1... Discriminator Loss: 1.1803... Generator Loss: 0.6262 Epoch 1/1... Discriminator Loss: 0.7918... Generator Loss: 1.1371 Epoch 1/1... Discriminator Loss: 1.3335... Generator Loss: 0.5104 Epoch 1/1... Discriminator Loss: 1.9825... Generator Loss: 0.2343 Epoch 1/1... Discriminator Loss: 0.7219... Generator Loss: 1.3793 Epoch 1/1... Discriminator Loss: 1.0186... Generator Loss: 0.7536 Epoch 1/1... Discriminator Loss: 0.7300... Generator Loss: 1.8072 Epoch 1/1... Discriminator Loss: 0.8165... Generator Loss: 1.1448
Epoch 1/1... Discriminator Loss: 0.8261... Generator Loss: 1.2238 Epoch 1/1... Discriminator Loss: 1.2447... Generator Loss: 0.5603 Epoch 1/1... Discriminator Loss: 0.9963... Generator Loss: 0.7848 Epoch 1/1... Discriminator Loss: 0.7852... Generator Loss: 1.0978 Epoch 1/1... Discriminator Loss: 0.9439... Generator Loss: 0.9932 Epoch 1/1... Discriminator Loss: 0.7413... Generator Loss: 1.3975 Epoch 1/1... Discriminator Loss: 0.8174... Generator Loss: 1.0452 Epoch 1/1... Discriminator Loss: 0.5394... Generator Loss: 2.0587 Epoch 1/1... Discriminator Loss: 1.1946... Generator Loss: 0.6593 Epoch 1/1... Discriminator Loss: 0.9074... Generator Loss: 0.9084
Epoch 1/1... Discriminator Loss: 0.7409... Generator Loss: 1.1895 Epoch 1/1... Discriminator Loss: 1.0659... Generator Loss: 0.7200 Epoch 1/1... Discriminator Loss: 0.7000... Generator Loss: 1.8694 Epoch 1/1... Discriminator Loss: 1.6279... Generator Loss: 0.3562 Epoch 1/1... Discriminator Loss: 0.8480... Generator Loss: 1.0501 Epoch 1/1... Discriminator Loss: 0.7460... Generator Loss: 1.2501 Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.5317 Epoch 1/1... Discriminator Loss: 0.6709... Generator Loss: 1.8664 Epoch 1/1... Discriminator Loss: 0.9846... Generator Loss: 0.7803 Epoch 1/1... Discriminator Loss: 1.0367... Generator Loss: 0.8018
Epoch 1/1... Discriminator Loss: 0.8394... Generator Loss: 1.1031 Epoch 1/1... Discriminator Loss: 1.5392... Generator Loss: 0.3805 Epoch 1/1... Discriminator Loss: 0.8961... Generator Loss: 0.9691 Epoch 1/1... Discriminator Loss: 0.9106... Generator Loss: 0.8917 Epoch 1/1... Discriminator Loss: 0.7146... Generator Loss: 1.3083 Epoch 1/1... Discriminator Loss: 1.0600... Generator Loss: 0.6902 Epoch 1/1... Discriminator Loss: 1.5033... Generator Loss: 0.4083 Epoch 1/1... Discriminator Loss: 0.9262... Generator Loss: 0.9050 Epoch 1/1... Discriminator Loss: 0.7580... Generator Loss: 1.0837 Epoch 1/1... Discriminator Loss: 0.9220... Generator Loss: 0.9142
Epoch 1/1... Discriminator Loss: 0.8028... Generator Loss: 2.1334 Epoch 1/1... Discriminator Loss: 0.6895... Generator Loss: 1.3007 Epoch 1/1... Discriminator Loss: 1.0842... Generator Loss: 0.7497 Epoch 1/1... Discriminator Loss: 0.7008... Generator Loss: 1.4501 Epoch 1/1... Discriminator Loss: 0.9057... Generator Loss: 0.8502 Epoch 1/1... Discriminator Loss: 0.8504... Generator Loss: 1.1088 Epoch 1/1... Discriminator Loss: 1.0317... Generator Loss: 0.8377 Epoch 1/1... Discriminator Loss: 0.7433... Generator Loss: 1.2421 Epoch 1/1... Discriminator Loss: 0.9172... Generator Loss: 0.9747 Epoch 1/1... Discriminator Loss: 1.3899... Generator Loss: 0.5341
Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 0.9161 Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 0.7162 Epoch 1/1... Discriminator Loss: 1.0586... Generator Loss: 0.8711 Epoch 1/1... Discriminator Loss: 0.6143... Generator Loss: 1.7853 Epoch 1/1... Discriminator Loss: 1.1545... Generator Loss: 0.7041 Epoch 1/1... Discriminator Loss: 1.3730... Generator Loss: 0.4869 Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 0.7989 Epoch 1/1... Discriminator Loss: 1.3607... Generator Loss: 0.5037 Epoch 1/1... Discriminator Loss: 0.8821... Generator Loss: 1.8761 Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 1.0209
Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 0.7560 Epoch 1/1... Discriminator Loss: 0.8508... Generator Loss: 0.9820 Epoch 1/1... Discriminator Loss: 0.7321... Generator Loss: 1.2669 Epoch 1/1... Discriminator Loss: 0.7428... Generator Loss: 2.2547 Epoch 1/1... Discriminator Loss: 1.5553... Generator Loss: 0.4369 Epoch 1/1... Discriminator Loss: 0.7462... Generator Loss: 1.6176 Epoch 1/1... Discriminator Loss: 1.4055... Generator Loss: 0.4698 Epoch 1/1... Discriminator Loss: 0.8688... Generator Loss: 0.9714 Epoch 1/1... Discriminator Loss: 0.7457... Generator Loss: 1.2608 Epoch 1/1... Discriminator Loss: 0.8687... Generator Loss: 1.0894
Epoch 1/1... Discriminator Loss: 1.2661... Generator Loss: 0.5375 Epoch 1/1... Discriminator Loss: 0.9127... Generator Loss: 1.1325 Epoch 1/1... Discriminator Loss: 0.6316... Generator Loss: 1.6369 Epoch 1/1... Discriminator Loss: 0.8404... Generator Loss: 1.3508 Epoch 1/1... Discriminator Loss: 1.2479... Generator Loss: 0.5776 Epoch 1/1... Discriminator Loss: 1.2443... Generator Loss: 0.5968 Epoch 1/1... Discriminator Loss: 1.0947... Generator Loss: 0.7837 Epoch 1/1... Discriminator Loss: 0.9558... Generator Loss: 1.2028 Epoch 1/1... Discriminator Loss: 0.9240... Generator Loss: 0.8387 Epoch 1/1... Discriminator Loss: 1.7845... Generator Loss: 0.3273
Epoch 1/1... Discriminator Loss: 1.2089... Generator Loss: 0.6302 Epoch 1/1... Discriminator Loss: 0.8681... Generator Loss: 0.9716 Epoch 1/1... Discriminator Loss: 0.8574... Generator Loss: 1.6761 Epoch 1/1... Discriminator Loss: 1.7923... Generator Loss: 0.2796 Epoch 1/1... Discriminator Loss: 0.5984... Generator Loss: 1.7110 Epoch 1/1... Discriminator Loss: 1.4297... Generator Loss: 0.4304 Epoch 1/1... Discriminator Loss: 1.2051... Generator Loss: 0.6366 Epoch 1/1... Discriminator Loss: 0.8386... Generator Loss: 1.0221 Epoch 1/1... Discriminator Loss: 1.3795... Generator Loss: 0.5287 Epoch 1/1... Discriminator Loss: 0.9837... Generator Loss: 0.7963
Epoch 1/1... Discriminator Loss: 1.2923... Generator Loss: 0.5444 Epoch 1/1... Discriminator Loss: 1.1009... Generator Loss: 1.8774 Epoch 1/1... Discriminator Loss: 1.1181... Generator Loss: 0.7326 Epoch 1/1... Discriminator Loss: 1.0308... Generator Loss: 0.7597 Epoch 1/1... Discriminator Loss: 1.1922... Generator Loss: 0.5791 Epoch 1/1... Discriminator Loss: 1.5203... Generator Loss: 0.3858 Epoch 1/1... Discriminator Loss: 0.8370... Generator Loss: 1.0677 Epoch 1/1... Discriminator Loss: 1.6515... Generator Loss: 0.3526 Epoch 1/1... Discriminator Loss: 0.7002... Generator Loss: 1.2975 Epoch 1/1... Discriminator Loss: 1.4075... Generator Loss: 0.4736
Epoch 1/1... Discriminator Loss: 1.2651... Generator Loss: 0.5502 Epoch 1/1... Discriminator Loss: 0.8043... Generator Loss: 1.2254 Epoch 1/1... Discriminator Loss: 0.5570... Generator Loss: 1.9865 Epoch 1/1... Discriminator Loss: 0.6980... Generator Loss: 2.7740 Epoch 1/1... Discriminator Loss: 0.8993... Generator Loss: 0.9412 Epoch 1/1... Discriminator Loss: 0.8040... Generator Loss: 1.1093 Epoch 1/1... Discriminator Loss: 1.1900... Generator Loss: 0.6245 Epoch 1/1... Discriminator Loss: 0.7957... Generator Loss: 1.1260 Epoch 1/1... Discriminator Loss: 0.9783... Generator Loss: 0.9597 Epoch 1/1... Discriminator Loss: 0.8919... Generator Loss: 0.9486
Epoch 1/1... Discriminator Loss: 1.0106... Generator Loss: 0.9040 Epoch 1/1... Discriminator Loss: 0.8199... Generator Loss: 1.0247 Epoch 1/1... Discriminator Loss: 0.8121... Generator Loss: 1.2223 Epoch 1/1... Discriminator Loss: 1.7824... Generator Loss: 0.3120 Epoch 1/1... Discriminator Loss: 1.7289... Generator Loss: 0.4187 Epoch 1/1... Discriminator Loss: 1.5103... Generator Loss: 0.5371 Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.5189 Epoch 1/1... Discriminator Loss: 0.5618... Generator Loss: 1.7399 Epoch 1/1... Discriminator Loss: 1.5511... Generator Loss: 0.3874 Epoch 1/1... Discriminator Loss: 1.0794... Generator Loss: 0.7938
Epoch 1/1... Discriminator Loss: 1.9249... Generator Loss: 0.2419 Epoch 1/1... Discriminator Loss: 1.2316... Generator Loss: 2.6569 Epoch 1/1... Discriminator Loss: 0.9811... Generator Loss: 0.8164 Epoch 1/1... Discriminator Loss: 0.7928... Generator Loss: 1.2692 Epoch 1/1... Discriminator Loss: 1.5524... Generator Loss: 0.4256 Epoch 1/1... Discriminator Loss: 2.0441... Generator Loss: 0.2393 Epoch 1/1... Discriminator Loss: 0.9693... Generator Loss: 0.9186 Epoch 1/1... Discriminator Loss: 1.6002... Generator Loss: 0.3625 Epoch 1/1... Discriminator Loss: 1.5197... Generator Loss: 0.4327 Epoch 1/1... Discriminator Loss: 0.9365... Generator Loss: 1.1055
Epoch 1/1... Discriminator Loss: 0.8630... Generator Loss: 0.9980 Epoch 1/1... Discriminator Loss: 0.9349... Generator Loss: 0.9065 Epoch 1/1... Discriminator Loss: 0.7895... Generator Loss: 1.1936 Epoch 1/1... Discriminator Loss: 0.6325... Generator Loss: 1.4812 Epoch 1/1... Discriminator Loss: 1.6906... Generator Loss: 0.3698 Epoch 1/1... Discriminator Loss: 0.9301... Generator Loss: 1.3215 Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.6548 Epoch 1/1... Discriminator Loss: 1.7608... Generator Loss: 0.3398 Epoch 1/1... Discriminator Loss: 1.2137... Generator Loss: 0.6061 Epoch 1/1... Discriminator Loss: 1.4000... Generator Loss: 0.5365
Epoch 1/1... Discriminator Loss: 0.9744... Generator Loss: 0.8475 Epoch 1/1... Discriminator Loss: 0.9824... Generator Loss: 0.8521 Epoch 1/1... Discriminator Loss: 0.7032... Generator Loss: 1.7737 Epoch 1/1... Discriminator Loss: 0.8871... Generator Loss: 0.8887 Epoch 1/1... Discriminator Loss: 0.8922... Generator Loss: 0.9132 Epoch 1/1... Discriminator Loss: 0.7868... Generator Loss: 1.0944 Epoch 1/1... Discriminator Loss: 0.8480... Generator Loss: 1.7100 Epoch 1/1... Discriminator Loss: 1.2475... Generator Loss: 0.5629 Epoch 1/1... Discriminator Loss: 0.9755... Generator Loss: 0.8696 Epoch 1/1... Discriminator Loss: 0.9412... Generator Loss: 0.9321
Epoch 1/1... Discriminator Loss: 1.0344... Generator Loss: 0.7384 Epoch 1/1... Discriminator Loss: 0.7733... Generator Loss: 1.6507 Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 0.9764 Epoch 1/1... Discriminator Loss: 1.1980... Generator Loss: 0.6108 Epoch 1/1... Discriminator Loss: 1.7777... Generator Loss: 0.2894 Epoch 1/1... Discriminator Loss: 0.7634... Generator Loss: 1.2590 Epoch 1/1... Discriminator Loss: 1.0615... Generator Loss: 0.7174 Epoch 1/1... Discriminator Loss: 1.0655... Generator Loss: 0.7262 Epoch 1/1... Discriminator Loss: 1.5528... Generator Loss: 0.4370 Epoch 1/1... Discriminator Loss: 0.9815... Generator Loss: 0.8504
Epoch 1/1... Discriminator Loss: 0.6390... Generator Loss: 2.0638 Epoch 1/1... Discriminator Loss: 1.0216... Generator Loss: 0.7656 Epoch 1/1... Discriminator Loss: 1.3029... Generator Loss: 0.5822 Epoch 1/1... Discriminator Loss: 1.0361... Generator Loss: 0.8034 Epoch 1/1... Discriminator Loss: 0.8692... Generator Loss: 1.9413 Epoch 1/1... Discriminator Loss: 0.8582... Generator Loss: 1.0419 Epoch 1/1... Discriminator Loss: 0.8803... Generator Loss: 1.0767 Epoch 1/1... Discriminator Loss: 0.7739... Generator Loss: 1.5570 Epoch 1/1... Discriminator Loss: 0.7324... Generator Loss: 1.9837 Epoch 1/1... Discriminator Loss: 1.4552... Generator Loss: 0.4746
Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 0.6446 Epoch 1/1... Discriminator Loss: 1.1667... Generator Loss: 0.7337 Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 0.5148 Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 0.7937 Epoch 1/1... Discriminator Loss: 1.0827... Generator Loss: 0.8025 Epoch 1/1... Discriminator Loss: 0.9550... Generator Loss: 0.8345 Epoch 1/1... Discriminator Loss: 1.3540... Generator Loss: 0.5196 Epoch 1/1... Discriminator Loss: 1.2945... Generator Loss: 0.5186 Epoch 1/1... Discriminator Loss: 0.9074... Generator Loss: 1.0205 Epoch 1/1... Discriminator Loss: 0.9673... Generator Loss: 0.8503
Epoch 1/1... Discriminator Loss: 1.0243... Generator Loss: 0.8291 Epoch 1/1... Discriminator Loss: 1.0382... Generator Loss: 0.7409 Epoch 1/1... Discriminator Loss: 1.2148... Generator Loss: 0.6230 Epoch 1/1... Discriminator Loss: 1.1340... Generator Loss: 0.6640 Epoch 1/1... Discriminator Loss: 1.5157... Generator Loss: 0.4086 Epoch 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.6330 Epoch 1/1... Discriminator Loss: 1.4791... Generator Loss: 0.4115 Epoch 1/1... Discriminator Loss: 0.8563... Generator Loss: 0.9728 Epoch 1/1... Discriminator Loss: 0.7020... Generator Loss: 1.4440 Epoch 1/1... Discriminator Loss: 1.5180... Generator Loss: 0.4766
Epoch 1/1... Discriminator Loss: 0.7942... Generator Loss: 1.6543 Epoch 1/1... Discriminator Loss: 1.6130... Generator Loss: 0.3626 Epoch 1/1... Discriminator Loss: 1.0476... Generator Loss: 0.9442 Epoch 1/1... Discriminator Loss: 0.9022... Generator Loss: 0.9626 Epoch 1/1... Discriminator Loss: 1.0295... Generator Loss: 0.7975 Epoch 1/1... Discriminator Loss: 0.9477... Generator Loss: 0.8776 Epoch 1/1... Discriminator Loss: 1.0768... Generator Loss: 0.7830 Epoch 1/1... Discriminator Loss: 1.2136... Generator Loss: 0.7884 Epoch 1/1... Discriminator Loss: 1.5012... Generator Loss: 0.4115 Epoch 1/1... Discriminator Loss: 0.8474... Generator Loss: 1.0625
Epoch 1/1... Discriminator Loss: 1.4474... Generator Loss: 0.4689 Epoch 1/1... Discriminator Loss: 1.3764... Generator Loss: 0.5583 Epoch 1/1... Discriminator Loss: 0.8524... Generator Loss: 1.1372 Epoch 1/1... Discriminator Loss: 1.2295... Generator Loss: 0.5412 Epoch 1/1... Discriminator Loss: 0.7231... Generator Loss: 1.3389 Epoch 1/1... Discriminator Loss: 0.6535... Generator Loss: 1.4313 Epoch 1/1... Discriminator Loss: 1.4452... Generator Loss: 0.4486 Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 0.7321 Epoch 1/1... Discriminator Loss: 0.5160... Generator Loss: 2.0242 Epoch 1/1... Discriminator Loss: 1.7272... Generator Loss: 0.3788
Epoch 1/1... Discriminator Loss: 1.7488... Generator Loss: 0.3739 Epoch 1/1... Discriminator Loss: 1.2253... Generator Loss: 0.5755 Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 3.0385 Epoch 1/1... Discriminator Loss: 0.9310... Generator Loss: 0.8348 Epoch 1/1... Discriminator Loss: 1.1085... Generator Loss: 0.7974 Epoch 1/1... Discriminator Loss: 2.6667... Generator Loss: 0.1427 Epoch 1/1... Discriminator Loss: 0.8548... Generator Loss: 1.5670 Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 0.9226 Epoch 1/1... Discriminator Loss: 1.0964... Generator Loss: 0.7542 Epoch 1/1... Discriminator Loss: 1.0819... Generator Loss: 0.6989
Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 0.5972 Epoch 1/1... Discriminator Loss: 1.4042... Generator Loss: 0.5626 Epoch 1/1... Discriminator Loss: 0.7365... Generator Loss: 1.4491 Epoch 1/1... Discriminator Loss: 1.2105... Generator Loss: 0.5722 Epoch 1/1... Discriminator Loss: 1.8782... Generator Loss: 0.2974 Epoch 1/1... Discriminator Loss: 1.5752... Generator Loss: 0.5179 Epoch 1/1... Discriminator Loss: 1.0397... Generator Loss: 0.8123 Epoch 1/1... Discriminator Loss: 2.1581... Generator Loss: 0.2299 Epoch 1/1... Discriminator Loss: 1.5622... Generator Loss: 0.3930 Epoch 1/1... Discriminator Loss: 0.9041... Generator Loss: 0.9597
Epoch 1/1... Discriminator Loss: 0.9549... Generator Loss: 0.9358 Epoch 1/1... Discriminator Loss: 0.6391... Generator Loss: 1.6372 Epoch 1/1... Discriminator Loss: 0.9752... Generator Loss: 0.8162 Epoch 1/1... Discriminator Loss: 0.9495... Generator Loss: 0.8817 Epoch 1/1... Discriminator Loss: 0.8938... Generator Loss: 1.0761 Epoch 1/1... Discriminator Loss: 1.1977... Generator Loss: 0.5846 Epoch 1/1... Discriminator Loss: 1.2094... Generator Loss: 0.6355 Epoch 1/1... Discriminator Loss: 0.9697... Generator Loss: 0.8651 Epoch 1/1... Discriminator Loss: 0.7962... Generator Loss: 1.4540 Epoch 1/1... Discriminator Loss: 1.1813... Generator Loss: 0.6254
Epoch 1/1... Discriminator Loss: 0.8943... Generator Loss: 0.9293 Epoch 1/1... Discriminator Loss: 1.2179... Generator Loss: 0.5969 Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 0.6399 Epoch 1/1... Discriminator Loss: 1.1533... Generator Loss: 0.6841 Epoch 1/1... Discriminator Loss: 1.0045... Generator Loss: 0.7729 Epoch 1/1... Discriminator Loss: 1.4411... Generator Loss: 0.4458 Epoch 1/1... Discriminator Loss: 1.0012... Generator Loss: 0.8028 Epoch 1/1... Discriminator Loss: 0.9947... Generator Loss: 0.8096 Epoch 1/1... Discriminator Loss: 0.5158... Generator Loss: 1.9780 Epoch 1/1... Discriminator Loss: 0.9579... Generator Loss: 0.8609
Epoch 1/1... Discriminator Loss: 1.3081... Generator Loss: 0.6615 Epoch 1/1... Discriminator Loss: 1.7917... Generator Loss: 0.3284 Epoch 1/1... Discriminator Loss: 1.0212... Generator Loss: 0.7770 Epoch 1/1... Discriminator Loss: 1.1460... Generator Loss: 0.6557 Epoch 1/1... Discriminator Loss: 1.2413... Generator Loss: 0.6021 Epoch 1/1... Discriminator Loss: 1.1532... Generator Loss: 0.6106
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.